{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Validating and Inspecting Time Series Models\n", "> Once you've got a model for predicting time series data, you need to decide if it's a good or a bad model. This chapter coves the basics of generating predictions with models in order to validate them against \"test\" data. This is the Summary of lecture \"Machine Learning for Time Series Data in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Time_Series_Analysis, Machine_Learning]\n", "- image: images/lag_difference.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)\n", "# plt.style.use('fivethirtyeight')\n", "plt.rcParams['image.cmap'] = 'inferno'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating features from the past\n", "- The past is useful\n", " - Timeseries data almost always have information that is shared between timepoints\n", " - Information in the past can help predict what happens in the future\n", " - Often the features best-suited to predict a timeseries are previous values of the same timeseries\n", "- A note on smoothness and auto-correlation\n", " - A common question to ask of a timeseries: how smooth is the data.\n", " - AKA, how correlated is a timepoint with its neighboring timepoints (called **autocorrelation**)\n", " - The amount of auto-correlation in data will impact your models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating time-shifted features\n", "In machine learning for time series, it's common to use information about previous time points to predict a subsequent time point.\n", "\n", "In this exercise, you'll \"shift\" your raw data and visualize the results. You'll use the percent change time series that you calculated in the previous chapter, this time with a very short window. A short window is important because, in a real-world scenario, you want to predict the day-to-day fluctuations of a time series, not its change over a longer window of time." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "prices = pd.read_csv('./dataset/prices_nyse.csv', index_col=0, parse_dates=True)\n", "prices = prices[['AAPL']]\n", "\n", "# Your custom function\n", "def percent_change(series):\n", " # Collect all *but* the last value of this window, then the final value\n", " previous_values = series[:-1]\n", " last_value = series[-1]\n", " \n", " # Calculate the % difference between the last value and the mean of earlier values\n", " percent_change = (last_value - np.mean(previous_values)) / np.mean(previous_values)\n", " return percent_change\n", "\n", "def replace_outliers(series):\n", " # Calculate the absolute difference of each timepoint from the series mean\n", " absolute_differences_from_mean = np.abs(series - np.mean(series))\n", " \n", " # Calculate a mask for the difference that are > 3 standard deviations from zero\n", " this_mask = absolute_differences_from_mean > (np.std(series) * 3)\n", " \n", " # Replace these values with the median across the data\n", " series[this_mask] = np.nanmedian(series)\n", " return series\n", "\n", "# Apply your custom function and plot\n", "prices_perc = prices.rolling(20).apply(percent_change)\n", "\n", "# Apply your preprocessing functino to the timeseries and plot the results\n", "prices_perc = prices_perc.apply(replace_outliers)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# These are the \"time lags\"\n", "shifts = np.arange(1, 11).astype(int)\n", "\n", "# Use a dictionary comprehension to create name: value pairs, one pair per shift\n", "shifted_data = {\"lag_{}_day\".format(day_shift): \n", " prices_perc['AAPL'].shift(day_shift) for day_shift in shifts}\n", "\n", "# Convert into a DataFrame for subsequent use\n", "prices_perc_shifted = pd.DataFrame(shifted_data)\n", "\n", "# Plot the first 100 samples of each\n", "fig, ax = plt.subplots(figsize=(20, 10));\n", "prices_perc_shifted.iloc[:100].plot(cmap=plt.cm.viridis, ax=ax);\n", "prices_perc.iloc[:100].plot(color='r', lw=2, ax=ax);\n", "ax.legend(loc='best');\n", "plt.savefig('../images/lag_difference.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Special case: Auto-regressive models\n", "Now that you've created time-shifted versions of a single time series, you can fit an auto-regressive model. This is a regression model where the input features are time-shifted versions of the output time series data. You are using previous values of a timeseries to predict current values of the same timeseries (thus, it is auto-regressive).\n", "\n", "By investigating the coefficients of this model, you can explore any repetitive patterns that exist in a timeseries, and get an idea for how far in the past a data point is predictive of the future." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ridge(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=None,\n", " normalize=False, random_state=None, solver='auto', tol=0.001)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import Ridge\n", "\n", "# Replace missing values with the median for each column\n", "X = prices_perc_shifted.fillna(np.nanmedian(prices_perc_shifted))\n", "y = prices_perc['AAPL'].fillna(np.nanmedian(prices_perc['AAPL']))\n", "\n", "# Fit the model\n", "model = Ridge()\n", "model.fit(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize regression coefficients\n", "Now that you've fit the model, let's visualize its coefficients. This is an important part of machine learning because it gives you an idea for how the different features of a model affect the outcome.\n", "\n", "In this exercise, you will create a function that, given a set of coefficients and feature names, visualizes the coefficient values.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def visualize_coefficients(coefs, names, ax):\n", " # Make a bar plot for the coefficients, including their names on the x-axis\n", " ax.bar(names, coefs);\n", " ax.set(xlabel='Coefficient name', ylabel='Coefficient value');\n", " \n", " # set formatting so it looks nice\n", " plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right');\n", " plt.tight_layout();\n", " return ax" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize the output data up to \"2011-01\"\n", "fig, axs = plt.subplots(2, 1, figsize=(10, 5))\n", "y.loc[:'2011-01'].plot(ax=axs[0], ylim=(-0.1, 0.2));\n", "\n", "# Run the function to visualize model's coefficients\n", "visualize_coefficients(model.coef_, prices_perc_shifted.columns, ax=axs[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Auto-regression with a smoother time series\n", "Now, let's re-run the same procedure using a smoother signal. You'll use the same percent change algorithm as before, but this time use a much larger window (40 instead of 20). As the window grows, the difference between neighboring timepoints gets smaller, resulting in a smoother signal. What do you think this will do to the auto-regressive model?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ridge(alpha=1.0, copy_X=True, fit_intercept=True, max_iter=None,\n", " normalize=False, random_state=None, solver='auto', tol=0.001)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Apply your custom function and plot\n", "prices_perc = prices.rolling(40).apply(percent_change)\n", "\n", "# Apply your preprocessing functino to the timeseries and plot the results\n", "prices_perc = prices_perc.apply(replace_outliers)\n", "\n", "# Use a dictionary comprehension to create name: value pairs, one pair per shift\n", "shifted_data = {\"lag_{}_day\".format(day_shift): \n", " prices_perc['AAPL'].shift(day_shift) for day_shift in shifts}\n", "\n", "# Convert into a DataFrame for subsequent use\n", "prices_perc_shifted = pd.DataFrame(shifted_data)\n", "\n", "# Replace missing values with the median for each column\n", "X = prices_perc_shifted.fillna(np.nanmedian(prices_perc_shifted))\n", "y = prices_perc['AAPL'].fillna(np.nanmedian(prices_perc['AAPL']))\n", "\n", "# Fit the model\n", "model = Ridge()\n", "model.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize the output data up to \"2011-01\"\n", "fig, axs = plt.subplots(2, 1, figsize=(10, 5))\n", "y.loc[:\"2011-01\"].plot(ax=axs[0])\n", "\n", "# Run the function to visualize model's coefficients\n", "visualize_coefficients(model.coef_, prices_perc_shifted.columns, ax=axs[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see here, by transforming your data with a larger window, you've also changed the relationship between each timepoint and the ones that come just before it. This model's coefficients gradually go down to zero, which means that the signal itself is smoother over time. Be careful when you see something like this, as it means your data is not i.i.d." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross-validating time series data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation with shuffling\n", "As you'll recall, cross-validation is the process of splitting your data into training and test sets multiple times. Each time you do this, you choose a different training and test set. In this exercise, you'll perform a traditional ```ShuffleSplit``` cross-validation on the company value data from earlier. Later we'll cover what changes need to be made for time series data. The data we'll use is the same historical price data for several large companies." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "X = pd.read_csv('./dataset/stock_10x.csv', index_col=0).to_numpy()\n", "y = pd.read_csv('./dataset/stock_10y.csv', index_col=0).to_numpy()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import r2_score\n", "\n", "model = LinearRegression()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def visualize_predictions(results):\n", " fig, axs = plt.subplots(2, 1, figsize=(10, 10), sharex=True)\n", "\n", " # Loop through our model results to visualize them\n", " for ii, (prediction, score, indices) in enumerate(results):\n", " # Plot the predictions of the model in the order they were generated\n", " offset = len(prediction) * ii\n", " axs[0].scatter(np.arange(len(prediction)) + offset, prediction, \n", " label='Iteration {}'.format(ii))\n", "\n", " # Plot the predictions of the model according to how time was ordered\n", " axs[1].scatter(indices, prediction)\n", " axs[0].legend(loc=\"best\")\n", " axs[0].set(xlabel=\"Test prediction number\", title=\"Predictions ordered by test prediction number\")\n", " axs[1].set(xlabel=\"Time\", title=\"Predictions ordered by time\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import ShuffleSplit\n", "cv = ShuffleSplit(n_splits=10, random_state=1)\n", "\n", "# Iterate through CV splits\n", "results = []\n", "for tr, tt in cv.split(X, y):\n", " # Fit the model on training data\n", " model.fit(X[tr], y[tr])\n", " \n", " # Generate predictions on the test data, score the predictions, and collect\n", " prediction = model.predict(X[tt])\n", " score = r2_score(y[tt], prediction)\n", " results.append((prediction, score, tt))\n", " \n", "# Custom function to quickly visualize predictions\n", "visualize_predictions(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you look at the plot to the right, see that the order of datapoints in the test set is scrambled. Let's see how it looks when we shuffle the data in blocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-validation without shuffling\n", "Now, re-run your model fit using block cross-validation (without shuffling all datapoints). In this case, neighboring time-points will be kept close to one another. How do you think the model predictions will look in each cross-validation loop?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create KFold cross-validation object\n", "from sklearn.model_selection import KFold\n", "cv = KFold(n_splits=10, shuffle=False)\n", "\n", "# Iterate through CV splits\n", "results = []\n", "for tr, tt in cv.split(X, y):\n", " # Fit the model on training data\n", " model.fit(X[tr], y[tr])\n", " \n", " # Generate predictions on the test data and collect\n", " prediction = model.predict(X[tt])\n", " results.append((prediction, _, tt))\n", " \n", "# Custom function to quickly visualize predictions\n", "visualize_predictions(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This time, the predictions generated within each CV loop look 'smoother' than they were before - they look more like a real time series because you didn't shuffle the data. This is a good sanity check to make sure your CV splits are correct." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time-based cross-validation\n", "Finally, let's visualize the behavior of the time series cross-validation iterator in scikit-learn. Use this object to iterate through your data one last time, visualizing the training data used to fit the model on each iteration." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import TimeSeriesSplit\n", "\n", "# Create time-series cross-validation object\n", "cv = TimeSeriesSplit(n_splits=10)\n", "\n", "# Iterate through CV splits\n", "fig, ax = plt.subplots()\n", "for ii, (tr, tt) in enumerate(cv.split(X, y)):\n", " # Plot the training data on each iteration, to see the behavior of the CV\n", " ax.plot(tr, ii + y[tr]);\n", " \n", "ax.set(title='Training data on each CV iteration', ylabel='CV iteration');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stationarity and stability\n", "- Stationarity\n", " - Stationarity time series do not change their statistical properties over time\n", " - E.g. mean, standard deviation, trends\n", " - Most time series are non-stationary to some extent\n", "- Model stability\n", " - Non-stationary data results in variability in our model\n", " - The statistical properties the model finds may change with the data\n", " - In addition, we will be less certain about the correct values of model parameters\n", " - How can we quantify this?\n", "- Cross validation to quantify parameter stability\n", " - One approach: use cross-validation\n", " - Calculate model parameters on each iteration\n", " - Assess parameter stability across all CV splits\n", "- Bootstrapping the mean\n", " - Bootstrapping is a common way to assess variability\n", " - The bootstrap:\n", " 1. Take a random sample of data with replacement\n", " 2. Calculate the mean of the sample\n", " 3. Repeat this process many times (1000s)\n", " 4. Calculate the percentiles of the result (usually 2.5, 97.5)\n", " - The result is a 95% confidence interval of the mean of each coefficient.\n", "- Assessing model performance stability\n", " - If using the ```TimeSeriesSplit```, can plot the model's score over time\n", " - This is useful in finding certain regions of time that hurt the score\n", " - Also useful to find non-stationary signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bootstrapping a confidence interval\n", "A useful tool for assessing the variability of some data is the bootstrap. In this exercise, you'll write your own bootstrapping function that can be used to return a bootstrapped confidence interval.\n", "\n", "This function takes three parameters: a 2-D array of numbers (```data```), a list of percentiles to calculate (```percentiles```), and the number of boostrap iterations to use (```n_boots```). It uses the resample function to generate a bootstrap sample, and then repeats this many times to calculate the confidence interval." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.utils import resample\n", "\n", "def bootstrap_interval(data, percentiles=(2.5, 97.5), n_boots=100):\n", " \"\"\"Bootstrap a confidence interval for the mean of columns of a 1- or 2-D dataset.\"\"\"\n", " # Create our empty array we'll fill with the results\n", " if data.ndim == 1:\n", " data = data[:, np.newaxis]\n", " data = np.atleast_2d(data)\n", " bootstrap_means = np.zeros([n_boots, data.shape[-1]])\n", " for ii in range(n_boots):\n", " # Generate random indices for our data *with* replacement, then take the sample mean\n", " random_sample = resample(data)\n", " bootstrap_means[ii] = random_sample.mean(axis=0)\n", "\n", " # Compute the percentiles of choice for the bootstrapped means\n", " percentiles = np.percentile(bootstrap_means, percentiles, axis=0)\n", " return percentiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating variability in model coefficients\n", "In this lesson, you'll re-run the cross-validation routine used before, but this time paying attention to the model's stability over time. You'll investigate the coefficients of the model, as well as the uncertainty in its predictions.\n", "\n", "Begin by assessing the stability (or uncertainty) of a model's coefficients across multiple CV splits. Remember, the coefficients are a reflection of the pattern that your model has found in the data." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "X = pd.read_csv('./dataset/stock_12x.csv', index_col=0).to_numpy()\n", "y = pd.read_csv('./dataset/stock_12y.csv', index_col=0).to_numpy()\n", "\n", "feature_names = np.array(['AAPL_lag_1_day', 'YHOO_lag_1_day', 'NVDA_lag_1_day', 'AAPL_lag_2_day',\n", " 'YHOO_lag_2_day', 'NVDA_lag_2_day', 'AAPL_lag_3_day', 'YHOO_lag_3_day',\n", " 'NVDA_lag_3_day', 'AAPL_lag_4_day', 'YHOO_lag_4_day', 'NVDA_lag_4_day'])\n", "\n", "times_scores = pd.DatetimeIndex(['2010-04-05', '2010-04-28', '2010-05-21', '2010-06-16',\n", " '2010-07-12', '2010-08-04', '2010-08-27', '2010-09-22',\n", " '2010-10-15', '2010-11-09', '2010-12-03', '2010-12-29',\n", " '2011-01-24', '2011-02-16', '2011-03-14', '2011-04-06',\n", " '2011-05-02', '2011-05-25', '2011-06-20', '2011-07-14',\n", " '2011-08-08', '2011-08-31', '2011-09-26', '2011-10-19',\n", " '2011-11-11', '2011-12-07', '2012-01-03', '2012-01-27',\n", " '2012-02-22', '2012-03-16', '2012-04-11', '2012-05-04',\n", " '2012-05-30', '2012-06-22', '2012-07-18', '2012-08-10',\n", " '2012-09-05', '2012-09-28', '2012-10-23', '2012-11-19',\n", " '2012-12-13', '2013-01-09', '2013-02-04', '2013-02-28',\n", " '2013-03-25', '2013-04-18', '2013-05-13', '2013-06-06',\n", " '2013-07-01', '2013-07-25', '2013-08-19', '2013-09-12',\n", " '2013-10-07', '2013-10-30', '2013-11-22', '2013-12-18',\n", " '2014-01-14', '2014-02-07', '2014-03-05', '2014-03-28',\n", " '2014-04-23', '2014-05-16', '2014-06-11', '2014-07-07',\n", " '2014-07-30', '2014-08-22', '2014-09-17', '2014-10-10',\n", " '2014-11-04', '2014-11-28', '2014-12-23', '2015-01-20',\n", " '2015-02-12', '2015-03-10', '2015-04-02', '2015-04-28',\n", " '2015-05-21', '2015-06-16', '2015-07-10', '2015-08-04',\n", " '2015-08-27', '2015-09-22', '2015-10-15', '2015-11-09',\n", " '2015-12-03', '2015-12-29', '2016-01-25', '2016-02-18',\n", " '2016-03-14', '2016-04-07', '2016-05-02', '2016-05-25',\n", " '2016-06-20', '2016-07-14', '2016-08-08', '2016-08-31',\n", " '2016-09-26', '2016-10-19', '2016-11-11', '2016-12-07'], name='date')\n", "\n", "model = LinearRegression()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Iterate through CV splits\n", "n_splits = 100\n", "cv = TimeSeriesSplit(n_splits)\n", "\n", "# Create empty array to collect coefficients\n", "coefficients = np.zeros([n_splits, X.shape[1]])\n", "\n", "for ii, (tr, tt) in enumerate(cv.split(X, y)):\n", " # Fit the model on training data and collect the coefficients\n", " model.fit(X[tr], y[tr])\n", " coefficients[ii] = model.coef_" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate a confidence interval around each coefficient\n", "bootstrapped_interval = bootstrap_interval(coefficients)\n", "\n", "# Plot it\n", "fig, ax = plt.subplots()\n", "ax.scatter(feature_names, bootstrapped_interval[0], marker='_', lw=3);\n", "ax.scatter(feature_names, bootstrapped_interval[1], marker='_', lw=3);\n", "ax.set(title='95% confidence interval for model coefficients');\n", "plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing model score variability over time\n", "Now that you've assessed the variability of each coefficient, let's do the same for the performance (scores) of the model. Recall that the ```TimeSeriesSplit``` object will use successively-later indices for each test set. This means that you can treat the scores of your validation as a time series. You can visualize this over time in order to see how the model's performance changes over time." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def my_pearsonr(est, X, y):\n", " # Generate predictions and convert to a vector\n", " y_pred = est.predict(X).squeeze()\n", " \n", " # Use the numpy \"corrcoef\" function to calculate a correlation matrix\n", " my_corrcoef_matrix = np.corrcoef(y_pred, y.squeeze())\n", " \n", " # Return a single correlation value from the matrix\n", " my_corrcoef = my_corrcoef_matrix[1, 0]\n", " return my_corrcoef" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import cross_val_score\n", "from functools import partial\n", "\n", "# Generate scores for each split to see how the model performs over time\n", "scores = cross_val_score(model, X, y, cv=cv, scoring=my_pearsonr)\n", "\n", "# Convert to a Pandas Series object\n", "scores_series = pd.Series(scores, index=times_scores, name='score')\n", "\n", "# Bootstrap a rolling confidence interval for the mean score\n", "scores_lo = scores_series.rolling(20).aggregate(partial(bootstrap_interval, percentiles=2.5))\n", "scores_hi = scores_series.rolling(20).aggregate(partial(bootstrap_interval, percentiles=97.5))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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XKc8VyoASjPsjrR8geRSEVTNFp92Yu5u+NipdjCdQMGU1i3Sgv/SPQqexkDVMqFNtqTQoCltjZUxJ31Y18/gs3iX2pVF3AJJQp44nLAeFKqXRePaf9kj12avBUe1fmQKR6juysfVqnq0YkMV5DU7YVJ8aTLUEJcWS2E2oTUEL0KuEgqXRCEldqxeFsccTiiIwZJpouf58atOZf946ePtMEVDlrRWdaK+fDH/MPqH9QRpQ5A5Skns1fDw8WtS7tZkyleM7RRPXUaSCA5Hc46+lTO1ZLC7kEMLExEu5ChRQKrUcmUMaPn4s2uiVi1/jAMQYL5QjXwXiwajIEylLbVjg14VHifNU/gbRRbz6TaGIJXZt+lptmKjBsgRK8xWJQujG7fKNkSTR2VeRB1s+C/7/hIq/NF+4SUxWm/u9FmwVtyedIawddhxvwdQh0ckHHjXQGmLnZWtQvMkCBc1pA8RYlJRzS1ECZDWY+htSvBuQxAlJFylW9HY5/b++tlIc7CBqNzKGHH91U0r6ZMh1cM4LsOs7WHCLR3na/SO8d54Y//U/wV3bYOKbQgb+4T54sScs/e+xG39bYd4hgt3GLeeSJFJEbalMKSfJ5pLUU6gHwQKPE4HKAlEArCyzUhfEsqCuCpDE/UB1Y0pRcWq/ps9FpbazMlUqLvQ6Q9PnDLHB/2dflOcGT/EpZAwSqdQ/ZgmDYV+qlEJch+BpvkD1Um5qDxyg6Nut7F+cQv7L87Dnt1XXVxEgNU2ZgsceoTkUbBGLNsd3EUph4VaRQg4BWZapWr6cwmefo+yLL6nZtRvZEST13Fwsh8QECzw+Ze1hrePP/dybxinklqIEU4nuYOoETfMFmdao+MS8S9QX6CI8XkB1VjBE+359XZU4mSp0HCWWXaip8P837Y1yYdabYOgNUF0Gv/xXFF+n9IZv74LUPnDVZ566k36Xi5/8DfD9ffD7TDjtwWP3P7QFRTuEIZ2vGb8ptW2UKUetuJjHBike9of3Gn3pfiwUThSUVeL7TIQ/Xg8hmLIKlTDcFLgIPX+jCFZ9XQyiUttX2VMWOfZFuKllix6X5zZdu9Ef6QNh08ew6nXRReivHg/EeU1pBvCFP8NOwGE2U7H4R8oXLqRm82bQaIhI0VOxNoeKCWcRe+WVJP5zOmGJiT7/PiSsZvGd+jo+W6I4Fm4RKrQ2DHqeL7zfdiwUVhp+kGWZql+WUfzGG9Rs2SJUOvekU4qIwNCzJxF9+xB39dXos7ObNx5vqi1QWy4CXGjfNF8oylSquwj9yEboeV7L30s5p9YrUydmza4aTLWE4t3uCxqiWBhEqs9vMGX1KFMAHUbBb8+Lmo6uZx7dsYaKUtcVHiVux9wtDuY/Xhe/dzkdLn/f87w36QNFjUTOnyJ/LkmtH4/LJVqr+17W8LM72hTthKyhvp+LSmmbi3B98XALgynlYli088QPpnYvFqmljMGiFieU+sNwk0hdBVOmFNPKxphSYd+yFg+52Sjr8vlCH0IDS2NcLmEh0fP80F6v7COOahhzT+DXxnYQFzd7tacD0htrES5TB6p+WEzt/n3UHTxI3aFD2A8ewlkuUv3hPXqQfO+9RJ97Lrqfb8Oee5jiyjOxfPQRZZ9/TvyUKSRMvQ5tbGwz/mnl/c1NU3wKppQGrfrO8nJqdu1Cn5VFWEoKkldq0mWzYVu3Dtu3O7GWxVP7xiA0ERFoXFlof3kHTafNaKOi0MbFoU2IJywuHm18PLLDTukHH1C7fQe6zExSH3+MmAsvxJ6XR83WrVRv2UrN1q1YPv6E8m+/I/vttzD06OFrtMHxtkUAoWJK2vbxmgpFmdJFuIvQW9nR1ySYUpWpvwcup1gbqvOp4nd9pLgNdEKsrQK9VxCSNVQUeh5aefwEU8qSN4qCJkmiZV8bJmqnznzMf1E0eFIYjlrf6YzmcuBX+PZOccD2v7L12wuF2kooPwyDr/H9fFtdhBWPqZYqU0pH34lehO6oE/YFfS8V+5veFFpnrD5STGbWzxOBReP6neoyUZw+cLLvbUSlihl/nc23y3xbYyv2FEg3Rh/V/DSfrRictRCTGdrrU/qI1PVJZzZdoqgxSuq5PLdJXVXdwYNYfq2i7OBaXNWrAAhLS0PfsQNRZ5+FvkNHIkeOxNC9m+ePYjLRHV5F2hOPkzBtKubXZlIydy6WDz8k7qpJxF97LWFJvpWuutw8Khf/gOx0Iel1aMLDkf44gBRuICI3F31mo/8/Kq2+maFm+3Zybr4FR4FI+0nh4eg7dEDfoQOO4mKqt2wBhwMkLREnmYi99HTkujpcB9bizNmGy1ZJbbEZ5/oynBZLg0YbfYcOpD39NDHnnYukE+fE8M6dCe/cmZgLxDqJtfv3c3jqNA5dcy3Zc+cQMWBA4M/dF42DKY1GBOXHS80UiEB99w+tm0RbzeI4UI4RVZn6m1B2WJzIEt0nDCWYClSEXlfp8bdR/iZ90PG1Tl+dVcx6vDufJAnOfDy0vw9zz2Id1W0TTCnLOygqTnugKB1JftIgUSniIuxv1h4qivt5S5Wpv0pH3+HfRSDRdYL4XW8KzRpB71am7FZR/No4KFV8g9L9XMDqbS4KAi/H0lbYSps2NCiEm8T/1JyLUb2yGWIwpTfCtd9AQldkWaZm0ybKFy6k6tff0BgjCEtOISwlhbDkJMI0lUh7jfDJR0hpfUGrAYeDiu9/wLpyJUjhRA/JIvbWR4jo3w+NIcixHpMlmlNqKtB37EjGiy+QMH06JXPmUPLOu5R+MI+YSyaSMG0a+sxMZFnGtmYNlnnzqPx5qd9uYWnJBaQ+9BCxEy/2PBiVAnYrld9/Q94Dj6CNiSHj5ZdxlpXVK2i1e/eiiYoi4bp/YMwMw7jlETQ3vAsdRohtlOyD1wbBhNNgxM0AyC4XzvJynKWluGw2DL16IWm1Af/t8M6d6fDhhxyeOpVDU6eRNet1IocPD+37UlAaAbxrKyMT28caIRRlCsQxtvFDcRyGuj82pqpQ1OGFuzM7as3U3wSlTqNxmi/Q8h61VZAQ2fCxjqOEeV6d1ROQHUuU9ElLZxdKAGWvgVbEGfXsWypu27NQWEnh+asp8TYGjO/U8vcpOyxSWsHcqwOR3KNlXWBHk21fizRLr4tEii3YvrT7R2FT0Hms+D2UlJeynyrHX/GupsGUkupJ9Zfm83JBb49gKlDNlD5S2KzYbaGfBypCdD93I8sydc4UKt77hIqF31B36BBSeDiRp4wGwFFYRO2ePTiKi93BSyys/QT4pH4bYSkpJN4wmdiiF9Bd+RAM9JMKb4zy3ZTngkEElIbu3ciY8SJJd9xOyVtvU/b5F5R9+hnRE8ZTu/8AtTt3oo2JIWHaNOImXYk2IQG5tha5rg55xgCcnc+n8DcbRx54ANuff5L6yMNojEbkyBRKdpgwz78PQ9++ZL0+06/qBYhSix2yqAlVSOgilLwdC+uDKUmjISwujrA4P55LftBnZtDhw3nkTJtGzvR/kvHKy0SNGxf6BiwHhTLkXT5iTGifNJ/NIpqrvCfXvkhzT1jyN7YimCoSx2SYXjQD1J6YneFqMNVcvG0RwCvNF0Cqb1yADqJuasVLkLvGkzI8ltQ1SkU2F29lqrVU5EPRds/99sK8UxzMiqzeGG/Dx9YEU+U5QqkM07d8G0k9YdtXLQ/GXU6hhgRrrW8Oq2aK/XnFS0I563MJ9LlUrBTgiz2LhQu4Mv5Qgqk6q5gtKz5g5t2ird2bI5tEoGFqeiF1VlmRXSa0MkjtsaRMnc3t1+MvmHKfF5rzPQapuZNlGXtODrbVq7GuXo1t9Zr6dJdx6FASpk8nasJ4tKaG5yTZ6cRpsSC/2AsGXos88k5wOZGdTvSZmUgFG+Dt5wIbdjZGGWN5DqQ0VOf0HTqQ9sTjJN5yM6Xvvofl00/RZ2aIOqTzz0cT4TUrCw93p2Ur0XU/iezr7qR41hsUz5pF9ZYtpD/3HJa3FlO+KZrosUNIe2VucNWsYKs41hvXuva8QBi+VhZ6jvnmsvULyBqGLjmT7A8+IOeG6eTedjupjzxM3GWXhbaNskOe4nOFyKSWmbw2l0Du5964i9DrNv5G2aJd1GzbhnH4CKLOPIPwTiGeI6sKPRPY8Cg1zfe3oXiX2KGVHc27AN0ftVVNC7eVGXF7+t0EoraydQqZtzLVWhRVKjqzfYOpou0iSNb4kfBbs2SFN/48ppqDEsyV5/kPVgIxf7L4P6/4sHXj8MZeI5YS6XupuJj8+hz8+qxYWuTy9xu21Jfsg5K9MHS65zG9KYRuvkrxushEMWv3tUahn+Lzmh07ODR5Ci6rFY0uFd2ql9H3/A19Via67GzCO3VC36kT2oQEpLZoogBP51Vjw04F5bxQWxmS5QAggqkwg8+LXcWiRRS+8AKOfKHoahMSMA49GePJJxN16qno0tP9blbSakWnXVoGSGbIbKR81RtmtjCY8oMuNZWU+/9D8n33giT5/+zr1wVMRtJqSbrtVownDyHv7ns4eOmlACT2qSDxlvORggVSINLBKX2aPt7rArFG4c5v4OTrg2+nMTUVwqdv7H0w7gHC4uLIfu9d8u64k4KHHqZ2zx5S7r0XKSzI5ddysOl+HJnYfjVT/tzP3bjq6qhcspSy5RnYPv4GtFr0HTpgnjED84wZhHc9iagzzyRq/PjARfhVRdD5VBwlJWj1UUh/5TSfJElnAa8AWuAtWZafafR8NvA+EOt+zX9kWV7UxmM9PjDvFsvIKNQrU36CKZdL1HY0VqYU+dR5nKxD1LjjsLkoQWVbKFN7fxbKTZdxntb59qBoJ3Qa4//5tlpSpvywcIcOEUdpKXX79+OqrsZlq8ZVbUM+tA3pQAQxFWaklgRTh/8QtSxV5uZdHAMOtEac7Af/Q/xUFsCWz4X/2DsTYMrXnpm28r12He/5+3BT8LSukuYDkepr3NFXWyUaRPpc2uBhe1EROTfdjCYqisRbb8H+1WPUhWmp3b2bqqVLke32+tdqoqLQd+iANjoKNFpRH6PVoo2JIemuO9Elhxj0gP+lZBTqlalmFKGX5wrlzSvokF0uzK+9RskbszH060fiDTdgHDoUfefOzQ8MY/14TfkzzAyEKUU0S5T5D6YUpGBGoEp6yyvojBw+nM5ff0XRjJcwDR9E9PqpoR2ftVViQed+VzR9LqmHsEfZvrBlwVSp26fKy8hYazKRNWc2Rc+/QOn771O3dx8ZL81AGxNT/xpXXR2VP/xA+cJv0HfqSJwln/BeFzbcttG9Pp/THrghqLX4UabshUXY/liF9fdVVP36K86yMnRxBpIG1RDz0jJ0KSnY8/Op/OlnKpcsoXj2HIpnvUHMhReS8tCDTdRQHLW4qsoxf3+Q0nvGEtNdR9rF5bTRVKZdCRpMSZKkBV4HzgRygTWSJC2UZXm718seBD6VZfkNSZJ6AYuAjkdhvMcWWRYz4T6XeB6rL0D3k55QTpKNAxWtO5g6XhZ19JWKbA5hbaRMuZyw/xfofo64YFQVHf0TB4gOsMp8UYvkj4h40YXZGmXK6RBqUt/g/jOyXbRhm1+fhWzzFazHUXrrI6S/PKthB1UwrMWeAtPtXwtfsVYiO50U/GLD4dpLdMR3RJ1+GpqoVBh5q+he/d9l8PZ4mPKVSPfsXixUQLfCJtvt1JZCuKMq8InUOx2W2A12fNPw+YItgNxgRu+qrib35ltwVlTQ8aP/iVly2Qzo0A0mzkF2OrEfKRBFygcOiJ9Dh3BVVyM7HeBwIrtcWJcvx1VdTebLL4X+wdQHU36UqVC6gRvTqNjXZbWS/5//ULnkJ2IuvYS0hx9G0rcihRybDTu/a/q4v3XxAqHRCHPRAMpUyCjKWKP3D0tMJP2pJ8X5edNNoRl3Fm0HZJGmaowkCXVqxcstS/Uppp+N0lVSWBgp9/+H8G5dOfLoYxy8/Aoy35iFxmSi7JP5WObPx1lSgi49Hesff2BxxGPcv4o4x2KiTj9NdA5GJiDL4Mzfj91Siz0/n4iBg9ClNCPADQVbab2qWL15M+Xffott1Spq9+wFQBsXR+SoUcRMvJhI7TakH+6BcLEAsy49nfhrphB/zRQcJSWUzptHydw3sa1dS/rzz2Ec5PFHq/rxWwoWJWG3bUogn/oAACAASURBVMXQrx/lmzcTkV5A3JS2/Xfag1CUqaHAXlmW9wNIkvQJcCHgHUzJgJJ4jgHaMTfTjlQViVmBtzKl8zLt9IW3GaY3Sr3M8RJM1VY1rxaiMbo2qpnK3yj8rbqc5g5EZRG8tNRGIFSUzjh/nXwgLgymlNYpU5VHQHYGTfNZV6+m4PHHqdu7D9O4ccRddRWayEg0xgg0ERFItWaqnzuXgi2RHLj0UpJuu42EaVODdhkBHjVHEyaUI3cw5bJaqT1wEEdhAfbCQhwFhTgKC3CWVxB/7TVEjhjhc3Oy08mRBx6gfLuM1lRJ1d13ozEaiTrzDKLPv4DI4cOQrvse5l0M754Fl70nbEGGTkeuq6Ps668pmT0He34+Gp1M5IE7MY0Zg2nMKQ0LiJ0OsX8ptX1J3YUXmbXYc4FVnM/dwZTscpF/733UbNtG5uuve9INXi7oklaLPjMDfWYGjB7l/2N7/XWKX5uJ9c9JRA4LsQDbGkSZqk/zNUeZyhOqLWDPyyPn5ltE6uiB+4mbMqX1Kcq4DiI92biOy2oWJr7BipIbE5PVNl25Xmk+n9SvUhDC8al0fPqzihhwNSyfAWvebL4Rcel+cevHLyn2kkvQd+xI7m23c+CCc5FlDbhkTGPGEDdlCpEjR+Dc+D1lT0/HUlBF3p13EpaURMSgQdj3bqPucCqu+RfVb09jNJJ4+23ET54cPHUYKm5lqnzBAvL/70EkrRbjkCHEXHQRkSNGEN6jh0dJzHXvD0c2NjlPhyUkkHznnZjGjCX/3ns5NHkKCf+cTtwVV1D03PNULFqEPlqmw1O3EnHRTeRcOIKCpRYMGze2zE7iGBLKJ58BeE8rcoHGOYpHgR8lSboNiAQaVYQKJEmaDkwHyG6NM+yxQqnP8PZfCZbmq1emGtVMaZuR5tvzk1BMWtotEQp1rayZqlemWhlM7fsZkEQwlbdOPFaRf/SDqWCdfAqm5NYpU0E8pmoPHKB41htUfPMNuowMMmfNIuo0Hx1A1THoMmswXnYFBYvyMM+YQdXSpaQ/8zT6jh0Dj0HZjwdcDevfp3bDCizfLKX86wW4vBWwsDB0ycnIDgeHp04j4cZ/knTLLQ1O2LLLxZGHH6Z8wUKSBtSQcM1F2BIvpuKbb6j4YTHlCxaKWeyI4Rj73UVk7hvo512M7ISyvREUP3sWjvwjGPr1I2FUMjUbVlO1YQOVi4VfkKFXL4wjhhM5fATG3ieJ9a/cKq8c15VaSxjWOa9RW1hDeLduRNasIDwyBSlaWJGYX3qZyiVLSP7PfQ0/x6gUkQ5sBgnTplH+xZcUPvkknb78IrQLV70y5aeYtz7NF2LRrdMugsCYTGzr1pF72+3IdjtZc+ZgcnfntRqlFb8sp6FSW1XUsglXbDbs+6X146pSlLEAY4hKC02ZKtwqAkN/k5qELtDjXFjzNoz+V70fWUVdBQatAb02gPKnKFMBan+MgwfTad6bHLn+XMJTool7ZkGD4zZMspDYu4qEWe9RtTWXsk/mU7NzB/qEGGI6VKM79Rr0g05DGxtL8ezZFD3zLOVffU3qI49gHNRKI1+XE6rLKFlRQNFX/8E4fDiZr72KNspPg1JKb2Grk7/Rr5GscdBAOn39NYVPPUXJG7MpmT0HKSyMxEkTSHC8i2bYCNBoyJjUjwMvrSD3jjvp9OUXhCX4mYQch4QSTPma5jReJnoS8J4syy9KkjQCmCdJUh9ZlhuYhMiyPBeYCzBkyJBWLjV9DGhsiwCiiFcb7j/Np0i9jQMVZXbnqAv+vp9eAydPg/FPNG+8zaHOR11Xc1CUqdam+fb+LIzgjPEeb67KdhA6i3aIVuBgheGm1NalLOo9psRkQrbbsa1bT9WyZVQtW0bdwYNIOh0JN91I4vTpDTuavAmPBklDWFgNGS+/RMW331HwxBPsO/8C4i6/nMQb/+m/Ldy8G1lrpLJuCJal32L75AYkvZ7oc87BdPpp6NLS0aUki0JsjQaXzUbBk09S8sZsbGvWkPHCC+hSU5FlmYLHHqf8iy9JvPlmEsseBb2ByKFDiRw6lJQHH6Rq2a9ULV2KddUqKhZ9D4AuOhPZ6cRh/R+G/v1Ie+wxIkePRvrlKdB+j/zwHlHL9OtvWJcvp/SDeZS+/Q6EhWGMSyCiag21H9yMbe0aXJXJwKdoExIoXyAWqdUa9UQW3kNYcjKl77xD7BVXEH/ttU2/xwO/Neur0xgMJP/nPvJuvwPL/PnEX3118D+yFYsLjaGh27erpgbrihVULlqIdm808aML0PnIODWh8gggU761nCNzr6sPuMM7t6K7tDGx7olu2aGGwVQg9/FAxGSKcTvqWtfBajVDeExgHztTSmBnfIWCLZDSN7B9x4hbYee3sOkj6gZdw6vrX+X97e8DEG+IJzUylRRjCmmRaWRFZZEdnU1mVCaZpXvRQ9CuNF2cgeyxpUAp6EpoUBljOQiSBim+I1HjunosFcy74PWhMGEA9D0NgKw5c6hcsoTCp57m0FVXEXPpJUT07YeztARHcQmOkhKcJSVoExMwjRmL6ZTRAZf0kW0WijZEUbprPVFnn0X6s8+iCZQ21kWISWgQJ3StKZL0p57EdOpYKn/6icQbbyTc8ht8Q71diTYunsxTbRz8sYy8f/2b7Lffaju17SgTyihzAe8rTCZN03jTgLMAZFleJUmSAUgEitpikMcN5t0i4Gjs76KPDK5MNQ5UJEm4EjuCBB+yLAK1mqPsveFd2NsSFGWqNWm+6jLRWn/Kv8Tv0e7Oo4pmek057UKiH3pDaO29IBY4Ture1E27MVEpYowtpVwU9rrCEyl86GEqfvgBV2Ulkk6Hcdgw4iZPJuqM09GlpgbejkYjum2qS5EkiZjzz8M4bCjFM1/H8sknlH3xBfFTJpMwbVr9sh32wiKsK1di/XAp1v1xOGueJiwqgqRRBmJf+Mmvj47GaCT9ySeJHDaMI48+xoGLLibtmaexLl9B2fz5JNxwA4k33wj/fbCBmakmPJzoCeOJnjBeeB3t34/191VYf1+JXG0jbdoNRI4e5UlL6SMBGclRg6FHDww9epD4z+nupT/WY136HbYfPqXku9XosrOInjAB45EPMJ5xMbpJr2DPO4z1/4ZjdfbHumoVzpISIkeOIPXB/2ua+opKFcdUMw1Yo848E+OI4ZhffY3oc84J7j1kKxH7oEaDq7qaqt+WU7l4MVXLluGy2dBER+GqjMTyr9nE/6OOhOunoY32v16nXJZDyXYT5s0LMZ58slAMWrIsSyDqlalGRehWs8eSwg8u2cW+sn2sLVzL2oK1bCneQk+tickGPUMq8pBaYyliLQperxWVKlZPCDhIJxRuh0FBCnOyh0PGYPb/+Tr3HfmBnZZdTOw6kbTINAqsBRTYCsipzOHPI39ic3jO/1KYTFpmOnfaLZwdaPve5/SNH4sllRQsh0QQ2rhWtH6xY4/XlCRJRI8fj2nUKMyvz6L0/fcp//wLADTR0YQlJKBNiMe2di2V3/8AgKFPH0xjxhDeoztakwmN8mM0UvTUY1TsMhF39jBSXnwxeGMACPPOXd+HZD4bPX480ePdjSe/fi5uFbUxPBpDZDmpj77MkfsfoOjFGcRfMwVXVRUuqxVnlRVNuJ6IwYNDG1c7EkowtQboKklSJyAPuBK4qtFrDgOnA+9JktQTMADt0L/ZzhTvEim+xjuLPtK/NUKtnwJ0EIqWM4gy5XR3GbVkZflQcdpFurE1PlNtoUwd+FXUE3U5XfweESeCNMWkMFRy/hStzboIGHV7aH9TtLNhZ5k/TKnu5TxaWBRfdhinLoncW+/CtmYNMRdeiOn004gcMRKtqZlp1og4z7IPgC45mbTHHxPLdsx8nZK33sby8SdEjR9PzbZt1O4SM3atEUw9k4m6/mFMhu1ISx4EZzEQODCIueACDH37knfXv8i98SYA4v/xD5L+dReSsn+G+VYNJEkivEsXwrt0IX6Kn2VevD3bvJZ50RiNmE4ZjalTBMizkC//GKnXOeLJOb+BQ1z0dXIRsR2txF5xC3L3c6g7cABdZmb9kh8NiGqmAWtNBax8BWnkbaQ+8AD7L7oY8yuvkPboo4H/zlqM3RlPyVNPUfb5F8g2G9r4eKLPO4/osyZgHDQQ+/9lYDaPEMusfPIJCTdcT8wFFxKWnNQgCJTtdgqee4OyzdFEnzmWtBdfDawYtBRTsvgeyw41fLyqCDqNodpRzUc7PqK4upgaZw21jlpqnDXY7Da2l2zHUmsBIDUylT4JfVibv4qlaSl0X3ozV/efzjmdzyFc28y6K3B3ngZRxkwpPoNkl+xib9leNhZtpLYijyS9TLIplqTKHJIikjD42G9l4LOThvH8wYVEVOYy87SZjM0a2/R1soyl1sLhisPklO4i54d7+NVo4IEIB6lFGxiY7CftpgRTMVmw9XOxfJeSsbAcbOh8rhARJwx/fSx2rImMJOXee0iYeh2yw0FYfHyDRgRZlqndsYOq336j6rflFM+e7ddhPqlfBQk3XR16wJI2ADZ8KGrjmlOSUVXoPs+7xxkeBcjEnn061ZuvpPTddyl9990mf6bLzCRu0pXETJzYbDPVo0XQYEqWZYckSbcCixG2B+/IsrxNkqTHgbWyLC8E/g28KUnSXYh98B+yLJ94abxAOGqFyVtjg0AQRej+gp16ZcpHoBKmD16ArtRUNadAtbn4S0U2h7ZQpvb+LNJXmUPE75IkUn3NdUFXamH2/BhaMGUtEbPeQJ18Ckpnj9XsUc6agbPgIDk/GakuWkf6c88Sc36Ii9X6IiJeFOs3Qt+hAxnPP0fCDddjfvVVKhYtIqJ/f5Lv/jeRQwcR/sU4pNOnwpjToaIXLHlI+EKd+p+gbxneqRMd539C8WuvIRkiSLzlZnHBV4Lo1iyzo9QV1lUBPi6a7mNJMnopN4nd4dDv4r7ifJ7WH0mjIbxLF//v5W1zEUow9fPjohg5tQ/hvS8m7qqrxPpyV1yBoafvOrua3bsp/WwX5TusoPmY6HPOJnbiJRiHDG6QutDH6ciYMIiEB17E/NLLmF+cgfnFGWjj4zH06EF4zx4YevSkfMECrCvWkdCrkqTnn29dx14gJElc4C1ewZSjDmrKkI1JPLTyIRYfXEykLpJwbTgGrQFDmIFwbTinZJ7CkJQhnJx6MhmmDCRJoqZoO4s+OIMPDUk8/PvDvLz+Za7vez1X97wajdQMdcFaFFQZU75XueIIO6jh9/zfWV+4no3mjVR616UlJ8L+j8QPEK2PJtmYTIoxRdxGprCzZCfLcpcxyqHhv3I0iT4CKfFxScQb4ok3xDOgzgll5VytTeRqTQ13/nInH5/7MekmH+eK6jJxO/QGWPKwWONOsUKwHIRuE5r+TQjr8/lL4UmShKFXLwy9epF44404y8uxHzmCq6oKp1v5cVVZ0UsFRG5/CCJDVPXBs5i2jyL0gCju5wqKgWptBan3309E//7IdjvayEihnEVGYi8ooOzjTyh6/oV6hTjuqquI6BtKnvzoEVIy0u0ZtajRYw973d8O+G+D+Suw+k0xG+jnw71Wb/Sf5lMCFV/KVJgheAG6UlPV3JXlm4Oy7Vb5TLVSmZJlYdbZaUxDxSc6o/lpvhLRvsvhVUJRaOxw3Bizu/g8UCefgrdxZzODKYfFwuEP9lFrgYyXXvZI3S3FGB9QtTN060bWzJnIsuxROPI3iCpIpSM1Ok24kG/5XJgMhtAJpgkPJ/nuuxs+qATRfpSpkAhmE+ArZZ7UDbZ8Ko6z/I0iwAylUaM5Bqy5a2HNW+K+O72SdOstVHz7LQVPPkmHefOQJAlXbS0127ZTvXkT1pW/Y12+HCkM4oamkPDUR/4NM93O74YePciaM5vqbduoXr+Bmp07qN2xE8sH84QPllZL2uV9iTX+CYZWqMihENfIa8qthMyu3sdi8x/cNfgupvaZGtKmDHGdmVhl5eKUCazufirvbH2H59Y8x6r8VTw5+kniDCEqC1ZzQB84WZbZiYPFcTH8+PP15FSLgKNzTGfGdxjPoJRBDEwaSPSfcyhaMxfz5E8pqivDbDNTaCukyFZEka2I3ZbdFFcXo9PouO/k+7iqrAzNj/8nGmK8U3G+cHtMxaQN5NVdXzPZGMNtS29j3tnzMOqMDV+rKFO9LoI/3hCpvl4XimuJtcj/SgzGxDZZUkYbE9PA56qeDf8TvfrBFjn2pr4IfYPfInSfVBU1VBu91ueTYjKJvegin38Wc+651OzajeXjjyhf+A3lX31F0h23k3jTTaG/dxtzYlR2HWusJcLN+aQz/ChTAdJ8/qwRwF0zFSTNp9RUhdrtU1PuLk5uRnu0v7qu5qDRCnO+lipTxXtEYbdSL6UQnQY5q5u/La1epFD3/+KZ7fkj1E4+aLikTDOwFxWRM3UadRYXWdNGYWptIAVCHi/cFvRlDeqFzD6aKPpMhG/vEstU+HAODwlFYW2LYMqfClvrozNWCQqLd3ucz0PZ9+ubG4IEU047fHOHx0rB3Z2nGHgWPPwIeXfcif3IEWp27gS3+acuPZ3E228jrvgFwgYNhADO442d3yN69yait2e9OLmujtoDB9AYDOhX3gflR7GrVyE229NNC2A1s9gYwSzzH1zQ5QKu631d6NvSGcCUglSew7C0YQxNHcr8XfN5bs1zXLrwUp4d8yxDUocE3obTLlTYRp18dqedjeaNrMhbwZJDS8ipzEEbE80wXQzTBtzCuOxxxBsaBQVFu4mJ7ULX7FP9vp3D5cDhcoj0X02FcPL/fSZc1jTl1ICSfSINl9qXzls/5/nhj3Dzivu4f/n9vDTupYZKnBJMGeOh3+Vi+1VFng5Qf8HU0V7sOMgixxV1Fbyz5R1W5q+kb2JfhqcNZ1jaMGKSe4kJTXOoKvRkIsATTIWwpIyhezfSHn2U5H//m/IFCzEOPbl5793GqMFUKCx7Wpzsxj/p+3l9pP+La10VIPlOoYWFBy9Ab06ar8oML/WCKz+Grj7dKXzj6yLVEnQRLVem9v0sbpV6KQUlzeensNFeWIhcXd3QDqBkj6h/OrBcpPpCCabCo4MqTbLDgRSioiHLMnUHDlD1229Yf1uObe1a0GrIGlNC5KjQ3c8DEhHfoGYqJIp3CX8p7wV+e10Ei+4R6lRLgynFEiNQp1UwlFR4UGXK61hS0j4FW8X3OPLW0N7LGC+C/2Bt9H+8Idror/gQFtzaQBGIveQSyr/4kqoVK4jo04eEf1xLRP/+GPr1Ey7pLic8/oB/w06F8KiAx7ek12Po7g4aF+W2boFsN0qdzx7LHnZbdrOrdBe7Lbspry1nQscJXGKMpUO1pV7Z3VawngeTEhgYcxKPjHik+V5WMZn1XbCSJHFljysZkDyAu3+9m2k/TuOm/jdxQ98b0Ppbysmd1pKNiRyuOMTKvJX8nv87qwtWU+2oJkwKY2jaUKZ1vZzTvrqLuAm3QbdLfG+rcKtYGzUAYZowwjTuy6MhGgZfC6tmCbUuNoCtT+k+8b+6C+VHxfXkniH38OyaZ3ltw2vcOuBWz/9YUy7UHL0J+l8FK1+BLZ9BvDs9HSiYUnyyjga2UnGOCG+o6Nc56/hk5yfM3TKX8tpy+if1Z9GBRXy2+zM0koZeUZGMLN/GOZa9dIk7KbT3qiqCyGQq6ipYV7COvhqZRPDr0eULbVQU8ZND6Kw9yqjBVDCKdsLad2DIdf5ravTGwAXoepPv2bKingSiOWm+ynyxvcKtzQum6tqgZgqEKtFSZWrvz2Jx3MYLe0ZniP/JVlJ/gnJVV1P500+Uf/U11lWrkPR6st9+C+OQIeLzshwSLvVaHexZErzDxLxTXJQDvKb4zTcxv/oaMeecTUKdjnA/wXPN9u2Uff45Vb/+hj1PpOD0XboQN2kSMaO6Y1j6j7bzzDLGiU5PR23oRormXSKQ8k6lGuOFr9e2r+CMx4J3NPpCmRSEtaJmKtii4b4U1PhO4sS//Wtw2UMPBiVJ1GoECooth8REqvs50OM8+OnRBrUqklZLh4/+V3+/CdVlgOzfsFNBbwpdea7IFY7yfpBlmU3mTVTZq7A77dhd4qfOWUeBrYBDFYc4XHGYgxUHG9QQJUYk0i2uG0nGJD7Y/gHvyk6GpSZz6c759OlyNrdvn0u808VLQx8M7LHkj5gscV7yokd8D+afN58n/niC1ze+ztqCtVzX5zqyorJIi0xD595HrXYrqw/8wMqEOFbun0fujlcAyIrK4oIuFzAyfSRDU4di0ptEQfVX//b/vdpKRWrcn1mnP4bdKALrP+eIQnF/lOwTwVC4p/bn6p5Xs7dsL29teYu3t7yNSW8iWh9NTE0lMWkp9NnwGuOyxtE7fSCajR/DQHeDhq8CdGhZmm/9ByJwGTI1eIdztXtdPvf50CW7WHRgETM3zCSvKo8RaSO4a/Bd9Ezoid1lZ2vxVlblr2LVnoW8FVnB3IUX0zO+J+d3OZ+zO51NYoTvyURVVSG/6GUWV25k5fyxOFwOEsNjmRGuZ2AzgqnjBTWYCsaPD4qT3an3+3+NLsBq94HMMMPCQy9AD6WbT5ndNndx4ECpyOagM7RMmbLXwMEVMOiaps9Fp+GolahbuZTaconq9cLQ0WWzoUtPJ+Gf06lc/CM5N99Ch3nzMMTLoiMwoasIGrZ9VZ++ctXW4qqsbFigKctC0eh5nt/hlX3xJeYXZ2Do04eKH5dQXp2E6dAiEqLHYxw0CLmujoolS7D87yOq169HMhiIHDWKhBuuJ3L0KcJZG2Drl+K2tYscKygLkVZbPAXVwSjeLZZhaYS15/nML1pF7fKHOGvA9XSKaWYLe5soU0GCKWX/9q490erExWv/MvF7c5S1qFT/F11ZhkV3AxKc87y4sEQmNUmvBHScD7Yun4I+EmrKgo+3ziq+6xj/ytTMjTOZu3mu3+fTItPIjs7mnE7nkB2VTde4rnSL60ZChGeMZpuZr9bN5Itdn3LPpleRNr2GQdIyr9BMQnxXv9sOSGyWKLBuNLGJ1EXy9OinGZY6jKf+fIobf7oRAI2kIdWYSqwhlt2W3ThcDiJMkQwzZXHtgJsYmT6S7GgfClGwVQrqnc+bWawckwm9L4Z178PYe4XhZ2NkWShTfS9rsIC1JEn837D/o19SP45Yj1BeW05FXQUVh1ZSqg3j7a1v8+aWN0k0GhlbVsQpOz8lLCqWgtyfKbAVUmAt4Ij1CHannZTIFFJqc0jVO0nZ/x2ppgx6J/SuDzx9UlkI3/1bTEpXvCTWzRxxqyih8IWttL5eqsZRw60/38qfBX/SI74Hc86Yw8iMkfUv1Wl0DEweyMDkgdzcdzrF753F91X7+TamjufWPMeLa1/k5NSTSYxIRCtpCdOEoZW0mKvNrMxbQV1yIqn2cq7ucTUDUwYyY/VzTE1L4f785VzWe2LbLTjeDqjBVCD2/gR7l8CZTwT2N9Eb/QdTgfybwgzNUKaqxKwrkGqg5Jmba3IZyL6hOYRFtEyZOrxK/J27Hk2226n48UfKv/iCmu1bcZalwVePAKL9N+qss4i56EKMQ4YgaTTEXXYZByddRc4NN9DxievRASSe5Aladv+I7YiL/Pvuw56Tg2ncOBKmTRVeJVVFYiaW3Mvn0Cp/+YUjDz9M5KhRZL0xC6fViuXO07FsLuXQVVdj6N8PR/4RHGYzuuxskv9zH7ETJ/r2Cgrift5slAJRW2lowZTTLpa68CoQrXHUMH/XfN7e/RaW+DikgwuZdXAhPeN7ck6nczir01mkRoaw7XplqjXBlOIGHmBpJr2p6TGQ1E2kL8NjIK4ZQWBUqsetujHbvxYp4glPewrajQn+X+8LpX09MkgwFW4KbbmVcnezgZ9gfF/ZPt7Z+g4TOk5gSq8p6DS6+p8wTRiJEYk+LQAak2RMYvqg27j+55dZdcotfKuXOd9STPfD+S0vBYjJEvuItam9gSRJXNz1YsZljWNf+T5yK3PJrcoltzIXc7WZa3pdw6jqGgb+9Ay6CxYKd/JABFIclWAqpZnKFMDQ6SINt/vH+kakA8VW9hRWMq5HMroai0jdNVCmxDlZp9UxsevEhts7fBk4NJRdvYDlecv59eASfrD/zBeSGRKj4c8nCZPCSDYmkxqZilFnZG/ZXlZU5VKdEAfLRfdtsjGZqX2mMrHrRCJ8KcNr3xbXmSv+B9sXCIVt9VzoP0k0nTQOzqstYIzH4XJwz2/3sLpgNQ8Nf4hLu10auPtSG0bipe8xZfZophQUs+/S+Xx3+CeW5S4jtzIXp+zE6XLikB1EhEVwWfoYzlr9P/pd+iIaty3NkLge/OfDsTxx5Ge2rXqUB4Y90DIbjWOAGkz5w+mAxQ+KvPWwfwZ+rS5Ami/QAsJaffAZqXe3n90a+GSmzOib2/0WyL6hObRUmTrwK2h0OOP7Ufb225TO+xBHQQG6DtmYxowm/PAn6E+/jvCzbkSXnt5EDdBlZJD15pscmjyZw4/MosMIDWEJJ4EhBjllAOZ3P6Nk9XvoUlOJnzqV8i+/5NDkKWIJk3OHEuUCyUfLtW3DBvLu+heGHj3IeOUVJL2eML2epDM6kjC0hLKo67F8Op/wnj1Ie/K/wsU7ULBbdlhc8H3NaluCtzIVCqX7weWAxO7YXXa+2vMVczbNoai6iJHpI7kt/yDJtdUsHn0Di/Yv4sV1LzJj3QyGpA7hsRGPkRUdIAhsi2BKCeb9pvkqfR9Lid2BbyCtX/MaL6JSxRqBjXE64If7hco1dLrn8chEOPxH6NsPWZmKCk15rnAHXD5qplyyi8dXPU6kLpIHhj3QtOi6uRgT0OiMjLLLjDr9afjyn8L9vKVKgRIAluf49YqKNcQy2DCYwSk+OuZWvCxug/lMgfhevW0dvCncKjo5TS1YFid9EIQZcOatZ5E8io9XH+b3feI7PinZxAvDaxgAQhE3eLrS/FJTDhGxxBpiOb/L+Zzful1I7AAAIABJREFU5Xzsn1zN5gNLCMseQdrFb5JgSGhSRyZv/YrKL6+jYNJHHNSF8dHOj3hm9TPM3TyXa3pdwxXdrxApTxDn4zVvQ7ezhPre8zwY9wD8/prwhTqyEab/2vB7tZUix3bgv3/8l2U5y7h/6P1c3v3y0D6jmEy46A34+Eq6rH6X2895ntsH+bGn2b4Aat/1NIMAMZFpzCwsZlb/Cczd8yV7LHv476j/0jm2s+9tHEeowZQ/1r8vWuYv/yB4PYreJCJ/X0aOtVX+A6Cw8BC6+byCqbogwZSSZ25umq8tfKZABJVBlKmaXbspmTMbSadDGxsrfvavpvZgKmXjz0W22TAOH07qIw9jGjsWSXbBf9+FLkbI8n8xN3TvRtYbszj8j2vJWZFCB5cO+9695H/poCankpgLziHl4cfQmkwk3XYr5QsWUPLuu+Q9/RZaQwrGoo+JGLJPFBD37o39yBFyb7yJsJRksubOaWioGZWKxryT+FvEyughU5YTuHjVB3aXnZ0lOymvKydcG05EWITw9gkzEKszEAWe7ptguJfZqInvyPU/XMcm8yYGJg/kmTHPcHLqySIVsPkzpvSczJReUzhUcYjvD3zPB9s/4N+//psPz/nQf71MK3ymZFlmZ+lO9pbtZYImDH0gldfXPqp0JgZJ8cmyzNrCtdjsNuIMccSFRxJXU0akvQbJOz15ZKNoehj/X9B6nSIjk8RnHUwhVlDqWoIVoOsjQ2swUdQrH2m+BXsXsL5oPY+NfKz1gRSIi2uslz1CKO7jgVDU2LKc4PYCvrCahfIdSimCKUUY9/riyKbmp/jc1MkazIauFP25lNtqRpMZF8E9E7qTHW/k+cW7+ODbpQzQQ742nfT6NF+AYKq6rImirBs4mcE7v4WEXmD0HThKpiSiXTLRWiPdOp7K+I7jWVe4jjc3v8nL61/m7a1vM6HjBMZkjGFY0T6MtmIYfrNnA/Gd4LwZkDEIFtwiMjBdz/QaVykz4+P4Ys8X3ND3Bq7q2dijOwjdzxZpxFUzoeMp0OsC36+rci+Q4u0zpdGgDY/mtvAO9Dp1Og+tfIhLFl7CpJ6TuKn/TUS1dsJ/FFGDKV/UlMMvT4mOj55+dgRvFLfmOitENFraoa4Sov20Mmv1IfhMeT1fWwWB9iXlhFxVKGbX2hC/3jqraOdtjeEiCFUiQKG8vbCInOlieRBtVBTOsjLPwroaiLlgPPHXXtPIBNFdAxFC6tI4ZAgZ58WTu6CYg5MnU7dvPxqDnozRpURPHg4mcSLWREQQd+WVxF56KZUPj6dyUx7V+w9SuWy52JBWiyY8HMloJPutt5outmlKFp9xqBdVhfIc/x06buxOO2sK17ChaAMbCjewuXgz1X4C1DApjHuiTEyylvhcQLMJxbuQgYf3zmezeTNPjX6K8zqf56lLiO8MteX1Mn+H6A7c2P9GusV1445f7uDl9S9z78n3+t52C3ymiquL+W7/dyzct5DdFmHZMC89hRdshfgMOeusvlPRSjGxn8JsWZZZmrOUOZvmsKN0R8MnO2ah+2QEJ8V25dSsUzkt+zS671sqPs/OpzZ8rTERZJe7RT+EBVhDVabC3dYIwRolyvMACaIadp1aaizMWDeDgckDuegk3748LSI22+OCbjW3rotQSZW2dF1Lq1moSSHZXqSKz77xWoDVFlEf2fviFg1h5i97iStL5yrdr7x37SDGdE9FoxHjObNXClvmfYPzkMSZ7x1i+kgXd0DgYKqmvKlKfdIZotmh21n+/87HkjKDUwYz+MzBbCvexrvb3mXR/kV8vvtzdDKcnN2ZMTU5DC/bR6eYTp5UXb8rYNkzHtsfSQJZ5mNNNXNrDzOx60RuG3hb8z8ogNMfEWa6C24VirGv815VkbjuND4+DNFQW8npHU5nQPIAXtvwGh9u/5Dv9n/HHYPu4KKTLmqe2Ws7oQZTvlj3nqh3GP9ZaAevUhBrt/kIpvxcAMDd/RZiAToE7/hRFCbZKWaSoZpK1lWJVENri/10ET6XOQBw2Wzk3nQTrspKOnz0Pww9RFpNrqvD+dIIpNTuaK992vd2o9JCVtui4vNInTiAgi92YBo7lrTHHyPs/ZGwZ3ETw1Xp4DKi9euIfvBpGHEzjtJSqjdtonrTJuw5uSTccD16X2qYKVWky6pLQ5+ty7KYlXc8xe9LSqpLuG3pbWwp3oJG0tA9rjsTu05kUPIgko3J1DprqXHUUOOsocZRw48HFvG0/DsbD33Fo/0vb2oK2BjzbuakZPL94SXcNfguzu/SyFxPsUso3d+g4+e07NOY1GMS87bPY3jacMZk+jBO9KFMKZ1lm8ybsLvsOFyO+rqJ3ZbdrMhbgVN20jexLw8Oe5CY8BieWHY3l5eu5NEDP3BWp0YXFGU/bUxyT7hxBaQ0VBxcsoulh5cye9Nsdll2kRWVxROjnqBLTBcstRYsh1ZQ9ucsSgZOYmNNIbM3zeaNTW+QLms5NeskBpnX0d3RnayoLJFqUb5rqzn0YEpvCl6UrzeJY9ZRE3hCU5ErJhaNFgt+ce2LVNVV8fDwh9v2IhOb7UlrVplbbpsBYqFnfVRotWG+qCpq4jHlF0XpsBY1NHDNWQ3IkD2i2W+/s6CCN5bt5dEOgwnPX8ypCWWg8aSnDDotJ0dZcMRmc2ZaJi/9lsutBi3aQH5JvoIprQ6u/F/gwSifgw+vqd6JvXlh7AvYnXbWbXiL5b8/w2/JHXlmzbMAROmj6J/UnwFJAxiQPADT4EmUrHoV86pnMEfGcaTiMF/FRXGqMZuHhj/U8gLwML3w5Jo9Bj6fCtf90HSR66pCERg2tsMIj6oPQhMiEnh05KNc1v0ynvnzGR75/RHm75rP/UPvZ0DygJaN7SihBlONcblg7buQPVLIoKFQ34Xko26qNkDNVCjLyXinAYPZI3jXXVQcCT2Yau0ixwphvmumZKeTvHvupWbnTjJnvV4fSIHw0AmTiyFxnP/tRqeHVvhrKwVbCXHnjsN0x2zCktxrm510hgimXE7PgetywpJHxIzp5OvF8OPjiRo3zrNCuz8U487KgtCDqWqLCIb9FJ8frjjMjT/diNlm5snRT3Ja1mmeugc/nN/5PN5+rQsz2c/u765ixrgZdI75f/bOO76t+vz+7yvJkpe8t+MMxzYZzt6EJCTMsEmhIVBG2WUWCqWDlhZov/RHKWWGGSh7rzADIQNC9iA7cewMJ/FOPOQha9zfHx9dLWvaUrx0Xi9eCrZ8dSXdcT7nOc95vHsLvjm2jWdiVd5DF53JlHOQHvC7ib9jY9VG7v/xfj684EPSY91ubHbPlI7G9kYWly7mg70fsK9+X4eX0Uga0mLTuGbkNVww9AIXP8SYL+/n9wka7l15L2sr13LfpPscpmljk4u/wgVOre4KiVr480L2Ht/LoIRB/OOUf3DOkHMc2UEA6iT49l+QeQqMuJDa1lpWHviWZcv/ygexsby1QqS8x2hiKEwqZHhUIjepVaR7WTB0gDLk2AdkWQZtvFDCjAbfZKrhcId09/WV6/m09FOuK76OgkCzfQJF8iChVLYcsxHIAPxK3iBJ4tiv74IyFWgXrH3uYpXr53VotYjRCLLMaLHK3PfhNvTRUZx79rmw6J9wZFPHkN9jpWjSCvjvZeMYmBJL06poDJXVeKxLmI1CzY3uxJBqZT6fj5EyUeoopu7+jqlGLfdesoTylmo2Vm9kS/UWfq75maePPO14clYGlIixOolRek5raeWfIy92PVc6g+TBopz44XWw54uOiqD7KBkFugTXIdDAyNSRvDb3Nb7Y/wWPb3icK7+6knOGnMNdE+4KrEHmBCBCptyxfzkc3w+z/xz439iVKQ9kp92LzwNsg46DUKb8+SqcJeWmo0CAFw1f8Q3BICrG0SLvhOrH/oNh6VIy//xn9Kee6vpLs1GY8D2dVAoSckQApz8oY2RSC0VoooLCM2DrOyLRWSkF/fyOMKNesqjjiskflOBOQyUQoP/C3snXsYC1rWYbt31/G1bZyktnvcSY9MAUAJVKzQ0mLcXxo7mvrZwFny/gT1P+xDn55xClcvXu7ajZxv0aA+OiUryHLiYNAiRBptygU+t4dOajzP98Pn/88Y+8cMYLriqIuY1tWi3vrvsn3xxYQpuljZGpI/nbtL9x2sDTiImKQS2pUUtqn6vd7Cg9i0jmmeKZvLz9ZVYfXU12XLb4O00DatlK1NLbGZMxhhm5MyhKLrJvT5ZllpUvY+HPC9l9bDeDEgbxz1P+ydwhcz3fGOwp6KKNPi0mjXmaNOZVVWO84j32pQxg77G9ItTy+B4+qVrDmuxMXjpeStbgU3x/OSDKMF78UpXNlXxc8jEf7fuIbFnDUyoVie0GwIf60nAEMh1dpyaLiYfWPERufC43jfHTJNMZKMdq5VahnAWqDHlD4gBoOOT/eZ7QXBP44tZGpqxNFbSbLERH2RZQh9aIgbxOQ7RNFitbD9dTZ2jn9OGZ9rKdM15ZtZ+fy+t5csE4kgZkicXx0c0wzikoUpahrgzyRCDvrXMKOL46jm2lh0hsM6GPdvPSKmShM80oKpXo5PWVNVWzR3ihZv8ZNDryEvLIS8izl4EbjA1sq92G0WIkfd8K0lc9TeqVn6HV6eH5mb6vx8FgxEVigsD+lR3JVHO154aC6ASHn8oJkiRxXv55zMmbw8vbX+bV7a+yrHwZ1xVfx9Ujrw6oUzWciJApd2xYJGq43kxznuBNmbJaROkvZAZ0f2TKYBt+eyw4E7rSct5VeAjtPP7uexxbtIjkK64g5cpfdfwbuwnRx6pXny1WyO3NvkmfMuA4zS0LZ+gcsZIrWSLIlKkVvn9YdOeMnNdxO/5gHynT8YT3CmVF7ra6XlG+gntW3ENqTCrPnf4cgxMHB7cvMSlMM8F757/HPSvu4f5V9/PEpie4qOAiflH0C3Ljc6lqruKO728nxWLh8fxfejeRR0ULX4wHMgWQn5TPHyb/gb+t/huLti/i+lHX02Zu4+sDX/PO0S/YkZtFzMFvOW/oeVxadCkjUj3HTfiELp4oUwu/nfBbJmZN5PWdr2O0GDFZTViwIAPNTeUsP7ycJzY9QVZcFjNzZzI8dTjv732fnXU7ydPneVai3BGbKpQK50HaZctBrUM3eCYjo2IYmeoY67L5wHf8Ztmd/HrXC7xceIbn4bXOaKlzISAWq4VVR1fx/t73WXl4JbIsMylrEluqNnF1dgbPNR4ky9vQZVkWYZO2FnJZlln480L2N+znmdOe8dwS31UooZGHN4hHp3P0YF0zKXHajiTBCVWNbeytamJ0bhKJsVHi2D+8Pvj9sFoFcQhUGbMtdt5btoE/vSYxLCuBSQNi+OvhDTSOvo5D5fWsLqvjp9I6Nhw4Rku7BYDZJ6Xz38vGkRjjeE+H6lr495I9nDYsg/NHZwuFLXssHN3k+prNNWJRaksv12nUJCSloK418P++3sNDF7ktuuxkqhPKFNhGyvggU2ueFdfjiZ7nJybqEjkl17YgyJoKG94QCeyKUT2YuXy+oNaIsqqnxbCh2jEOyhk6vWNh7AGxUbHcPu525hXO47ENj/H0lqf5qOQj/jz1z54tCCcIETLljMYK2P2lGEkRaKI0eB/Q6m/mXSAGdOccKr9kqklI8+2G4MhUqMp8buNkmn/6icoHHyRu5gwy//gHz3/jqaPDHYrxtbFC5Ed5Q12JuDm6qz+xKWLFuPcbmHO/yFlpOgq/eLFzPrFghuQq8KBMvbfnPf6x9h8MTxnO06c97TUp2CdiU6D1OFlxWbx69qv8cPgHPij5gJe2vcRL217i5NyTqWutw9BuEKGLp4/zvb2UIV7JFMC8wnmsrljN05ufpsJQwZKDS6g31pOvjudP9a2c/5vVfsuTPqGNt39Wp+Se4rjgA/wjByZcCGf/k+qWan488iMrylewuGwx7+19j9z4XB48+UHOH3p+YCUKTwGPpctg4FSP5bZxebN4saKam/Kiuebra3j5zJd9x0W01NnH3eyo3cHvVvyOI4YjpEancm3xtfyi8BcM0A9g/cbnuX3rk1y15gFeSP6fZ0LdelwszBIH0NTexENrHuKr/V9xbv65IbuBmCxW9tc2U5RpW/wpx6oyo89GDD/efJi73v0ZgNykGIoy4ynK1DM0I56qhjZ+PtzAtiP1VDWKa1tWQjSPzx/LtKQ88T6Cvd60HgtOGYtLR0ai6uhB5o66gMZWE/u3rUKNid+vi+XbNSIOoyAjnl+MH8DJQ1OpamzjH1/u4sKnf+T5KydyUpYeWZb508fb0KhUPHxxsUNRzR0Ha19wNbgrNgSnDKxYfTKF5nZuXHOQ88fkMHmIE0HpijJle480e5nP11wnlPfR8wOzIWjjYNqtsPRBR+nSX0p6MBgyQ+Q1NlZQr0nl/77czRfbjrJJqmBJmZmfPt5GXnIsA1NimXVSOvG6BN+REjbkxufyn1P/w/rK9Tyy7hGvjTonChEy5YzNr4uTdsI1wf2dtzKfvzBMTbQwMjt7edzh3s3nC+0GUW/WZwWpTBkg1svogmCgKFO2rqSWjZvQDR1K7n/+g6Txcqg1K2TKx4VSSeptPOKbTNWWiNBGT2nAhWeIi0XldpECXDQXAinVeII2VnzOwQw7rj8kWrtjU2k2NfPwmof5vOxzTsk9hcdmPebfPO4NMcl28qNRaZg9cDazB86mwlDBhyUf8nHJx9S21fJk9lkUlT7vOuDYCW0mC7e9tYkr6/TMsOzCm41ZkiQemPYA22u382HJh8zOm81lwy5j8ro3kCq/6brC6S0mwGq15ayJ7WfEZjCvcB7zCufRbmmntL6UguSCDuVNv3AOeGyqguodohPJE9RRjFLF8nLCBG5s3cU131zDS2e+5D0t3jYC6ccjP3L38rtJiU7hsVmPMTtvtkti9aSMcbxSUcXNgxO46qurWHjGQhdFDLAbt7epZe5dfCmVzZXcNvY2rh91fXDv1wusVpk739nMl9squf/c4Vw/I18cW1q9Q5mKS2dfdRN/+mg7EwYlM2dYBnurmthT2cSqfXW0W6wA5KfHMS0/ldEDkshJiuFfX+/m8pfW8HSxmnNBkOVAhoorMARwjXDCTwfqKZQTmJBi5I4F45AkCevKVfA9nHvexZwfl8bU/BQy9K5loeLcRH7z5iYufnYVj14yhuZ2Mz/uq+Xhi4rJTnQi1znjxCK4eifk2EzQx2xkynnmpS6BQXGV5FliuO/DrXx15wxHybHVli/o3rAUKGJTvQ8537BIeBid4xD8YdINQpla85xtvxxkqrTGwJZD9VhlGVkGiyzb/61RSahVElFqFWqVRHy0hvEDk13UPaXpZsPKxdy0eQj1rSYuG6VHu8dMlTWBr7dXcqxZiAZ5KTG8nx9FVgCDju27njWJ9857r9s7/CJkSoHFLLr4hs5xPSECgT0awa3M50+ZUlY1ZqNLHd8FQZX5msSKJSHXtXThD8ZQeaaiReu4xQQaLem330bqddeiivVBFBRC4kuZUlrB/b2nun0dS3wKCs8UZOqdBeJzPP1vvrflD/7murmj/hAk5bHz2C7uXXEvhw2HuWXMLdw4+kbvw10DQUyyx2HH2fHZ3DbuNm4eczN1rXVkfv9PcYH0sFK1WGXuencL3+2qpigqiVnqWraXHaI433Mmll6r5+1z38ZsNTuM6JZFwam53qD1MppJWah4OJe0ai3DU4O4OTvDOeBx/0rxONRHA0JcGsONRl4+62VuWHIDv/761zw15ylGpbslare3gKmFzyzHeGDp7RQkF7Dw9IWe1UdtPMPbTbx20nXcdOADrv36Wi4uvJis2Cyy4rLECJHqnXydqOep3S+SHpvBK2e/wrgMPypjEPj3kj18ua2Swox4Hv5CxEdcPyNfKN22mXot2hRueXUTsVo1z14xnswEBxkxW6yUH28lNV5Lglvpb0ZhGn/7bAcvb9rLuTqoObyP9GDIlGK0DqDMV9HQyu1vbeYddQpT0012NUlVvhrSTuKik0d7/duJg1P4/PZT+M0bG7n1rU3oNComD0nh8slu50GOzbt1dLODTNWV2lRxp0WpTo+qroRH5o3mipfW8sTSEu4729Z8o4Q1uylTFqvMqn21ZCdGU5jpIwfHW5nPaoH1L4mB8d5myXpCdIKYP7hCdP0pgcDlx1q48OlVGIzmgDelkmBUbiLThqYxvSCVzPh8cqU49q75krzse3lj3iiGayphD1x39jSuG3UGBqOZLYfq+ePHW3ljSz33aIyYja1odIGVr7t0DQ0RImRKQckSoXzM/Vfwf2tPm/VS5vPmmVJi8i1GwAvhsBjFdHuVxhF94A1KQKhaK8LpAoWv+IZgoPg2zK12ouiTSIFj1elLwndWprzBahEKjc1T0gGZxYKU1R8SymMwFxpP0Gd5VKYM7Qbe3v02WrWW3PhccuJzyK3ZR0LJEt4smMRjX15BSnQKL5/5MhOzJnrYcJCItXnkvGQUaVQaMuMyoWavR1VKlmX++ul2vtouFInTaYSlb3H/os9ZcOF5zJ/kmVAlRye7/sDc2rUhxwq08Z7JlKJWhYL0O0Of5Qh4LFsmbiJZ3m+4yny+ouQiXjnrFa5fcj2Xf3k5BUkFzB0yl7mD55KXkIfcXMuiRD3/rfmRKdlT+O+p//Ve/rSde4MkHa/NfY0//PAHPir5qGPZIiWZM7JP5oGZ/0eiLkQp+sB7G8p5dnkpCyYP5MELR3LH25t5+ItdqCSJa5MGCjIlqXjg26OUVBt47drJLkQKQKNWMSTN83cTp9Pw6KVj+GaABb6BhZ8tR193Eidl6clPj2NwapxDsfEEhUz5ST83mi385o1NtJks5AwejKbFdn5arXBoLYz0n8GVmRDNOzdO48HPd/DF1goemTeqoyk9ebA4To5uBmxdscdKBZFyzvbT6cHYxPSCNOZPzOOFlWW0m61cOnEAw9zKfBarzOKfj/Lk9yWU1YjjvzAjnnNGZXPu6GxH6VVBbJoombrnCVZsEY0xvoYxe8OUm2H1M4AEGi1mi5U739mMBHx663RS4rSoVBIqCdS2a43ZKmOxypitMmaLlRqDkTVlx1hdWstLP5Tx3Aqh2L2iG8Z5CaXM/83JqFUS7Lfdn2zfabxOwymFaXx5xwy+fXU5VMJ1Ly7jwQWzGJQa4nM+TIiQKQUbFgmjs6+wNG9QSjTuNwFjoMqUDxO6uV2s+KNi/EcjGBvFa8Wmwp6v/IcAKvA18iYYKHk6prbAvQCGKnFh8qVqaOPE9nyNyak/JPxl3pQpSYJh58CWt30PrQ4U8ZkOL4kNlc2V3Lr0VnsApTNi8rJobS/n1AGn8tD0h0jqrPG0w4aTxfs2tfgx5+8RYYBueGJpCW+uPcTNs4YKJaKyBZbCaZkG7vtwG5sP1fO3C0b6vtmB+M67MuRYgTZeLErcA1GVY7+zs+G8Id4p4LFsOQyZ5b3kDi7z+fKT8vnwgg/5+sDXfLX/K57a/BRPbX6K4tRistUxfJuSzNyUMfzjtIW+B9HaZxIayIjNYNFZi5BlGYPJQFVzFVUtVVStf4HEku+Y86unfA9XRpCKZqOFlnYzre0WWtottJksFGbqSYlzbT74qbSWP320jVMK0njwwpFEqVU8uWAct7+1mQc/38mUoiRGAm3aZN7fVMEdcwqYUdi5rr6zpoxB/lbDqJhG7lpaYv+5JMGA5BiGpgsP03mjs107PgNZcAEPfb6TLeX1PHvFeOLKcqHEFtBas0s0sAw62effK9BqVDx80SgevKDYY3cfkiRKfc4m9LqyjjMDox3enz+fN5zmdjOvrT7Ayz/u5+8pP3M1cNway/LNh3lq6T7KapsZlqXnicvGUt9i4ottFTz5fQlPLC2hICOei8bmcMWUQSTHaR0Kc+sxV5JZukw8DpkV0Ht1QWyKuDba3tfTy/ax6VA9T1w2ljF5gV2vCjP1nDw0Dc4ootloZsPB4+ypbGSC5QISVjwgvKqJuY6FqJvaqI+OYt7U4fAJ1NbWcM4TP/DmDVMZG+DrdyciZArg+AHRRjrr9579Nv4Q5afM58szBb5N6BajIBraeN9lPlm2eab04kQztwopOSbZ+9+AWNmY20LUzeekTAUKQ1VgXTr+SpdOsQhecfrfYfqdgQ0FdoPZamZrzVaK04pFN5yiTNkI655je7hl6S00m5p5/oznGZk6kiN7Pufot3/kiD6DIyPOYVjmWC4uuDi0k9Cdhx17I1PNdTYztKsy9caag/z3uxIumTCA+862/c7WTXbraBVtRUN5ZlkpO4428tq1k8VF3BtCpkzZ3oP7HEolsDYUx6kzlGPhwA9C+cy/1/fz3ebzJUcns2DYAhYMW0CFoYJvDnzDl/u/5Nvq9VzZ0Mg9p96Cyt81xYlMKZAkCb1Wj16rF/lRa18DTTL4IVJLdlRy8xsbscodf6dWSUzLT+WcUdmcNTKT+lYTv3ljE4PT4njmivFEqQV5jVKreOrycdz21iY+3K1mZBQcbItjan4Kd55e5Pu9+IJKjZSQy8V5MmfdeRZlNc2U1hjsj9uPNHD725t5Z/0h/n5BMQUZts+luRpUGuosMby3vJS31x2iqc1EUaaek7L0FGXqaWwz8caaQ9w0M59zRmVDdZb4O6tF5EuBaCwIZnc9ESkFOeOEx8jUKq7jx8o6ejB1enH9NhtJiNbx9OXjOdbcziebjxDzw4cY5SjG/Z/ochuWpee5X43nzBGOVPWrTx5MdWMbX++o5IutFfx7yV6eWVbK/El53J6VQCrYB0fLssymQ/Xo13yORR7EP98t4/H5CaTFe1+kVje1oZIk1+ecfBsAGw8e48mlJcwbl8uFYzuXfB+n0zCrKJ1ZRelQMQdWPCDOszGX+e7its01fGXBScz7pIXb3trEF3fMcPVh9UBEyBTAxv+J1cb4qzv39yqVuJF4M6B77eazHcS+gjvNRvE8bbxvA7pLcqK5AAAgAElEQVS5TZjZdfGO/JzGo/7JlHKTCkk3n5MyFSgMHafIe4Q+23eZz1ssgjN08Z1+ny9te4lntjyDXqvnzEFncq7aygRTCypjEz/VbefuFXcTHxXPa3Nfoyi5CA7+ROLiexiRNBAu/7xzg1UDgfOwYy+BoNSKmXzObchfb6/gL59u57RhGTwyb5SD4GnjID4L1fH93HvRMEblJnHzGxt5b0M5N80a6mHjNpiNXR9HBE7Djt3JlOKZCkOZD0T3E3QcIeMOH/P5suOzuab4Gq4pvgbjlrfQffKbwDrQNFpRmvd1fjfXBLStV1YdIDsxhhtmDCFWqyFGqyZWqyZKrWLt/jq+2FrBnz7exl8+3U6c7eevXDOpw40qSq3iqQXjeenFH6EK6lVJPHnZOFGi6QqSBkJ9ObFaDcW5iRTnOhRsi1XmrXWHePTr3cx9YiXXz8jn9jkFtFQdQaNKYtojy2m3WJman8KQtDT2VjXx8aYjNNn8PFPzU7j3LNsxrs8S/s3mWji4Wlw/kkLQZKMgZ5y43lZuF/lZpuaOypTONuzYaLAr7ylxWq49ZQjyMT3mXUncevJQRuUmupAoZ2QkRHPVtMFcNW0weyqbeGFlGW+sOcheqZy3oqD04AE2H07kfz8doORINVujt7Eq9RLW7T/GOU/8wBOXjWPaUNe0/jaThWeW7eP5FaJx5fIpA/nNqUPtpdumNhN3vrOF3OQY/n7hyA771ClkFotr1X4bmWquFvYVT/cn2+eWoW3nqQXjuPS51dz3wVYW/mp8aBeiIUaETJnbRRdf0VyPA0QDhjbWgzLlZzXtbED3Bout/VbnR5mydw4muEYJZPo5Gdq9G3uDRmeVqUASiROyvXevgIhFiE70PwetEzC0G3h95+uMzxhPTnwOX+7/kg/NrWTl5TBl1f18fmQlBUkFPHPaM8KfdGgtvHGJ+B6u+ix8RAocLcy+hh3bBhyTLlSFOoOR33+wlTEDknj68vFo1G5dMCn59g7Bs4uzGJal5/vd1b7JlKnVP3EPBFonMuUMf52xnYVCpnZ/Lrww3nKeFAQ4n0+ndGsFejz6U56ba/xONDhQ28zqsjruPeskrpne8X3MLErnnjNPYmdFI19uq2Bt2TH+eM5w8lI8+xq1GhU3XDAbXnyAwvx8UhJCUMZNHOAw+rtBrZK4cuog5hZn8chXu1m4vJRXVx3gaUrIVulZMDmPX00d5GLMlmWZioY2Dta1MG5gkuNYVr5XQ6VQEgdO6/q4LGc4m9CV+Br3xiU7mWrocKxIxgaiYpO496zAvZsnZel57Jdj+N2ZRXz2rRV2wOOfrOZzq/BXPTO9De1GM7PPuZRP4iZz65ubuOKlNdx1ehG3zi5ApZJYtruav362nfJjrVw8LhetWsXraw7y9rpDglTNGsojX+2moqGN926a6jNHLCioVGLW7QHbd6+kn3v6TpRFVFsj44Ync9/Zw/jHl7t4bfVBrj55cGj2JwyIkKndn4sLlZdws4ChjRO+FWf4uwG4GNC9wFmZ8hXSpqSfa+MDM2wHuo/BoFPKlJeRAu5IsNXZLSbPpdjaElHiC8PK5d0979LY3si9k+6lOK2YFlMLyzc+yxebn+OLIyuYlnMyj858VBiMG4/CG78QF/OrFzsCPsMF5zKfN9TuFaVo28Dtx77dS3O7hUcvGU2M1kPZKCVflL1tmDMsg+dXltHYZurQqWWHuS2oIcdeoShP7s0W9s7YMHimQJy7+af6f36g8/la6kBSBx7KqPOjPDfXiIGxPvDehnLUKolLJngZrI4oH47MSWRkTmCexqgUoeakpHdhoemMxDxRrvd2HgNp8Tr+fekYLpuUx5trDzH2aDuJKUP4+4Udpw1IkkROUgw5SW6qqPK9Ht4gZhoOvDM0+68gIUfYE45udlz3OihTtmPVU+NQW0OnYxFykmK4+ZypsAOuHhvP5eOnMG1oKtK3fxEK58CTGa6N5bPbT+HPH2/jsW/3su7AMWK1ar7ZUUVBRjxv3zDVrljdOruAp74v4bXVB3lzzSHaLVZ+e3ohEwaFMGsKYMhMcb89flBcy70tMqMVEiruadedMoTVZXX844tdTBiU7KJm9iT0vNHLJxpb34XEgSISoSuIiuu4smw3iORtbxlCARnQjQ5lytfF1rlz0B4qGUA8gr/4hmCgvM9AlSmjQcjjgZb5kL1nO/mKRegCWkwtvLbzNabnTKc4TVzMY6NiOSf/PJ6pqmHdmD+x8PSFjk6tLW8KRfLy9xykNpxwLvN5Q80e8dmoVGw/0sDb6w5x1bRB3luvU4aIFb1NHZozLAOLVeaHvT7IvMnPkN5A4TcAN8Rlvrg0cY4C5PuZyag8H3wvbJTfx6Z0KAV6hS9lSpb9zsYzWay8v/Ews0/K6NBp1yXEJMHM38OoS0KzvaQ8oewFkIM3cXAKj88fSyqNaBKCXJQoi5gdH4vHIP1SfiFJYrzN0U22WIQo+2LFDieFpQNa6zsf2Am2815iUpqFkwvSRPmrbLkIJ7bF7MTrNPx3/lgemTeKdfuPsWJvDfeedRJf3jHDpfQ3MDWWRy8dw/e/m8WFY3M4f0wOt80O8ZxHcAx5P/CDjUx5+U7tip4goSqVxGOXjiE1Xsttb22iqc0U+n0LASLK1PGDYsUX6EXPGzyV+ZQhx97UkkAN6GqdLX/HV5nPyfuk0YoLbyDBnaEkU5oglalmHyZEdziXLt2GvWJsEsQxNfQXgA/2fsCxtmMdZ5/ZLtZRzsNGZVl0Cw6a7jtcNATYXdnIjyW1/GpiFtHgu8xXWwIDpyDLMn9fvIPkWC2/9WUktg883g9ZxYzNSyIxJorvd1dz7mgvBNHcGrAyday5nTVldVhsLmnFK50UE8WMWNvQ3xNV5lOpHZlhQwJIEldm7fmaiwa2IcdBlJx9kanW48Kf48MztWx3NTVNRi6bFOAw4GAwJ4g5pf6gnLsN5SLDyh9kWajXwc4FVG7UB1eJm7M/u0NnkDNOTFVIyBElYrXb7TTalRS4oK3Bf0nZF1RqQdYVUm+ogcptMOcvLk+TJInLJg9kekEaUWoVWYnez9FBqXE8emlgc0E7hYzh4vzZ/4PY3xwvOWkKmXIioclxWp5cMI7LXljDfR9u5fH5Y9Fpuj9byhkRMtVcDYOmdX07UbEdy3z+IgcCMqDbohG0et/RCEYnZQqEKhIImQppmS9Iz1Qgc/kUuJQuJ7n+TunkC7EyZbQYeXXHq0zOmtwxIDE6SXx/BqfgzsPrRd7MKXeFdD+cUdXYxn+W7OX9jeVYZViyo4p3o+KQFI+OO9qbxXDZtKtYvLWC9QeO83/zRvnujLGTqTLIKkajVjGrKJ0Ve6uxWmXPXU5mY0Bkauvhem54bYN91Ig7bhlp5vfg8Bva30doSH9jm4l4rcb1PSQOEMqnjxEaVY1tvLHmIL8enUAKOLKPvKE5SDKli/c+QkMhbj7Ok3fWl5OZoOPUk8LozwsFEm25ZbZEd78wNooFZSDXCGdodEK9aT0u5nGGI9QxZzwgQ9kKMWHBHTo/ZKoryhQIYqIcG/tXiEcvgbPefHEnFJIkOh73r7R1IXpRpjRacS0xup4PkwaLBoNHvtrNzqMr+ev5I5gzLMw2iiDQv8mUxWQb+RDkieoJ2riO5KXdzwyqgAzoRkGQFAO6t+wo5YRVPCUJuSJ7yR+6U5kKJP1cga8UdPtcrNCSqY9KPqKmtYZHZjzS8ZeSJNSpJqey45a3hAl/xIUh3Q+AZqOZF1aW8cLKMsxWK9dOH0JhZjx/+WQHNdoY4uurPce+2rocjclD+b8vdjEyJ4FfTvSjXigrZqcZfXOGZfDZz0fZeqTBc+aLqZXlZY08vfAn7jqjiOkFHZO+F/98lHve/5m0eB1v3TCFdFtLtnI4L/65gveXrub30dBiaHR9P+0G8dl28qZotlh58Yf9PP7dXmYVpfOsUxQAFzztMxLlp9Ja7nh7M7WGdkor03gWxHXDFzxEUfiEp+uHAkXB9TJnraKhleV7qrnl1IKOzQQ9DUqTjzL42x8MSvp5J0hifJYgU6Eu8SlQlBXZYh9w7AK7Z8qNJMuyjUx1MTspLt1BpsqWC3KWPbZr2ww3hsyAnZ+If/u67+r0HT834OZZQxmRncDfFu/g2lc3MGdYBn89bwSDvQTGnkj0bzIVwIovYHgzoPvyeNgN6H48U7FpYjuy1Xs4oz3iwHYC67Md+Sq+YAxhfo+iTLl/Dt7gZchxWX0ZSw4uYV3lOvL0eYzPGM/4jHEMUOuQPN1waksAKfgxQD5gsphYtH0R4zLGMSlrkucnxTuloJvaYMdHMPx8h7wfIny65QgPf7GLmiYj547O5r6zhjEwVVCNvJRY6l6LZ+/uMtIqGxmW5fbatSJA9K2yGCoa2nhyQQDt7dGJ4phzIlMzi9KRJFFO6kCmrBawmthUYWSr3MAVL63llII0fn/2SYwekITVKvPf7/by5Pf7mDQ4mYW/muAx/+auM/QUJpjgK3hl2XbOL2yxv8+uDOPefqSB+z7cyo6jjYwbmMS3O6v4/QdbeezSMUKh8pKGb7XKLFxRymNL9jAkLY5zRmXz2uqDtOsT0Ya8zOdDeW72TSg+2HAYq4x/ktwTEBUj3kdDAAs98PvefUKfKQI7BwYW1hk04tOFob6hHFI9XHt0rkZqO0wtYDV1XZmKS4XqXYKclS0XZeoeMFbFJwY7ldJ93Xd9DDueWZTO13fO5NWf9vPEdyWc+fhKrp8xhFtnFxCn6z5K07/JlF0ZCQGZior1bJr1RVI0AZT5lGgE55ZxT2TK6JYXlZBtmzTf6tsYbE+WDqEyZQ5CmZJUyDEplBzfy7cHv+XbA99S2iCUpmEpw/ju4Hd8VPIRAOkDMplYvZKzDi5lxoAZIjwTRCxCUp7PBG6rbOWr/V9RWl/K6YNOZ3jKcJ+ZJZ+WfkplcyUPTHvA+/P0mY58qz1fitXm2AWBvfcAYLXK/Ovr3Ty/soyxeUk896sJTBjkGj9w8tA0mnNzaa+o5dLnVvPkZeOYVZTuKGNV70RWRfHoBjMXjh3ApMEBdug4xSOAyMcZl5fEsj3V3HWGm9/KJMq67Wj59u6ZfLermqe/L+GCp1dx7qhszFYr3+yo4tIJA3j44mKfXofzJhTCVyAbDVz87CpevHoi4wcmdyqlv81k4cmlJTy/sozkWC0LrxjP3FHZPLNsH49+s4c4nZqHLiz2+P02tJi4+70tLN1dzfljcnhk3ih0GhWbDh2noi6O7MYqvEaYWq3Cw+ZFSfIIXbz3cVF2dabjdcpqlXl3QzmnFKQ5iGdPR/JgkRgeCILxVbpDny2M4bnjg//bQJEzVpApT8qURide3/17dRsl02koZb5jZWIfwmgvCBnSCsXi2ZcBHcSC1Mf4NK1GxY0zh3LR2Fwe+Wo3zy4vRZIIKmoi1OjfZMo+8ykEdVdtnGcDurcgRXAiUz7IhxKN4Nxm6+nCYjQAkugqBIdhu6nCt2Ljr+MwGNiVqUDJVDU18Wn8ZdltrDqyCpWkYkLmBOYPm89pA08jIzYDq2yltL6UzdWb2bj6MdaY6/lq+W/t4ZnnDDmHibV7Ufko8a0+uprHNz7OrmNivMSL216kIKmAC4deyLn555Iem44sy9S21nLYcJjDTYd5ceuLjEwdyfSc6d73Pz5LmCkBfn5blCIDHONgMJrZebSRgSmxHk2hLe1mfvvOFpbsrOJXUwfywPkjHWUpN8QlpTOitYpMSzS/fnU9KXFaZhSmMbMwnfOObqdGk4dsiuIPc4O40KTkw4EfXX40Z1gG/16yl+qmNjL0jn1ua20mGhiclcqg1DiuO2UIv5w4gBd/2M9LP5TRZrJw/7nDue6UIf5D92wBlleMSeX9PRouf3EN3941i7z25qDI1PHmdi57YQ17qpq4dMIA7j93BImxopR3y6lDaWwz8fyKMhKio/j92Y7Ppc1k4f2Nh3l22T5qDUb+fsFIrpo2yL7f/+8XY6h+To+p/BBeWwza6oWK3BkDuqcyfnONOEc9eLpWldZy+HirY4Bub0BmsVBxAxl3ZR8l0wkyNfUW0aUdii5Tb8idALsWe/ZrSpLLSBk7FDLVyWgEO+Js8/mUGJP8U7u2vRMBSRJdfds/8KNMeS7zuSMjIZr/zB/LFVMHUpAR4tiUING/yZR9PlAITJtRsR4GHTf5MaDb1rb+ynwuypSXjh+j7bWUrkTnFHRfZMpfx2EwUEeJbJ0ADejLGvfxQGoMLZUbuHvC3Zw/9HzSYlxX8ypJRWFyIYXJhfxy2zeYj6xn7SXP8UXZF3y1/ys+LPmQVK2VyVGxTCv5mCnZU8iJF/6qPcf28Pimx1l1ZBU5cTk8MuMRpudM55sD3/BZ6Wc8tvExHt/0OAP1A6lsrqTN4iCBOrWOv0//u++bvz5T3DjrD8G+pTD9Dq8ye0OLieV7q9l48DgbDx5nV0WjfeTHxEHJnDs6m7nF2WQlRlPR0Mr1/9vAropG/nb+CK4+ebDv/YhNIcpYzyd3TufbnZWs3FvLDyU1fLrlKJO1W9gkF3Lr7KFkJwZxU0kZAlvfcVE2Z9vI1PI9NS4lpe+2HeQ8YGKBo9NPHx3F3WcUcdW0QdQZ2jkpK4gLnTaeZHU7b90wlVn/bxmLVu3nAWNTwOppm8nCja9vYH9dM69cM4nZw1wv2pIk8Yezh9HUZubZ5aXoo6O45uTBvLn2IC+sLKO6ycj4gUks/NWEDiXNETkJlKRlY6ndx7I91cw+ycMNQVmkBUWm4kTHnqW945zK5mqxLQ/H1jvry0mOjeLMkT3HiOsXWcWw8RVhQve12ATbZyl1Low3e7TfbK4uY9INkDGiY4exAtuwYxcozSJdLvOlAzJs/0gky4fQ5hBWFP9CREok+Mgu0yVAc4DqJYQ+E6sT6OdkqgsSsju0seJiaG53GMv9+TwCKvM5RSMo2/SE9ibX8RtKWrKv4cDK34Uyuycqxq8y1Wpu5d/r/817lnKGSTr+dd575CcFcCFIyEazq5LpOSczPXc6reZWlu/5iGXL/8I6bQNf/fRXAPL0eQxKGMSqI6vQa/XcM/EeFgxbYC8Lzh82n/nD5rO/YT+LSxezv2E/MwfMZIB+AAPiB5CnzyMnPsdRRvQGJc/rp6eFCXXM5R6f1maycPHCVZTVNBOrVTNuYBK3zS5g9IAkdlU08sW2Cv6+eCd/X7yTiYOSKT/eQrPRwstXdyQCHmHrWorXqrl43AAuHjcAq1Vm98Gj5P2vhj3ZF4shxsFAuTAfP2j3FI3ITiAzQcfyPdV2MiXLMos37uc8YGh2x7JWWrzO53wwj9DGQ3szuUkxXDAmh3fXl/PnnCY0ASTJW60y936wlfUHjvP05eO8fn6SJPHQhcU0G8386+vdPLeilIZWE9PyU/nv/LEiBNELgc0fPJjG45v59UfbWHL3LOLdfRpKeTR5sM993XjwGP/8cjdtJgt/SW9nKriMHrGjudbjgq/OYGTJjkqumja4x7WJ+0SWjeBUbguMTMWmdIwd6CnQxUPRWT5+74FMhazMZyOY5Wtg/FVhCSwOC4adI/7zBR+eqZ6KHnqEniAYqsWFOxRkwlk50qQ4/h1INIJPZcq2UlWIkjeTqvvK3U6m/KSgB1k+8QtNtFdlqs3cxveHvue5rc+xv2E/17TK3J4xHm0gRArESsZihPUvwahLiYlJYm5MLnNr6pDPfpl9KQNYV7mONRVr2HNsD1ePvJrrR11Pos7zRWtI4hDuGH9HZ9+pY2TFpteE3J/uObtp4fJSymqaefrycZw9Msul4+r0EZncflohpTUGvtxawRfbKkiO1fK/a8d2NJN7Q0yKIHNOqcoqlcQIjTDrnz5rNkQFebN1jkewkSlJkph9UgZfbK3AZLESpVaxpbyeQ1V1oAMpVOUUbZy9oeL6Gfl8tPkITY31JKcM9vunjy7Zw+Kfj/KHucM4b7Tv8StqlcS/Lx2DWpKobzVxy6lDmRiAp0wdn04STVQ2tvCvr3bz0EVuydw1u8VjmufjobqxjUe+2s1Hm4+QlRBNRoKOD7bXMzUK/vbBWs6YPplp+akO35uXnKWPNx/BZJGZH45sqXAiYwQgQdV2/zdVQ3Vouq27C7rEjuUqO5kKQZlPQf6pXdtWT0N0QkBlvp6E/k2mmqtDo0qBw3NkagFSwGIWXiidj/KGWmMri/lRpjQ6J7LmxZRnNLi+lk4vOoT8paB3oUvKI9yUKVmW2Vq7lU/2fcI3+7+hydREbnwuL5z+AtMWXQBDswLf9tDTIH0YfHkPfPNnGHaunQhLaUUUJuZSmFzIFcOvCN378QXFa2duhTGejedlNQYWLi/lgjE5Pm/uQ9Pjuf20Qm4/rRPxDvb5fMddfRjVO8Vj5ojgt+lMppwwe1gG76wvZ/2BY5w8NI3XVx8kKUoMmg2ZN0UbZ180jMhJYEZhGu3ljVii4vFFCd9ae4iFy0u5fMpAbpoZGEGPUqv4z/wg28lj05BkK7+ZnMozaw5y3uhspuQ7laFq9ogyu5snpt1s5dWf9vPk0n20m63cOnsot5wqOpDKfyyH72Db/sO8ukvmorE5/OeXYwWhaq7pML+yurGNF1aWMX5gEkXekux7KnTx4viq3Or/uc014Z1tGW7o9GKcjTNCRqacPpchp3ZtWz0NOpsB3cNA8Z6K/k2mQrnqsY/BsJnQA81v0ui8G9BlWahWgZT5jB78WQk5AShTwXdJ+YSTMvXpvk95adtLHGg8QIwmhjMGncGFQy9kYtZEVG0N4r0FY/5PL4Jb1oh6+5a3hYmx9bgw3fsZAhsWKMqUWit8AG6QZZn7P9mOLkrF/ecND99+2EfKHAOcUpWrd4nPRglKDHab0YkdyNQpBWlEqcXA1JMy9Xy+tYI/DE+CfYRmNh/YMtUcCuwNM/KJebOVskbwRjWX7anmL59uZ1ZROg9eMDK80+VtisBtkxNYXGLk+tc28N/5YzltuO1YrtndIWNqx9EG7nh7M6U1zZw2LIO/uGXj5GWJG+NbVxfzzL40nlxaQny0RnQbNte4LPqMZgs3v7GRpjYzD180KnzvM5zIKoaKn/0/z1Ad2CD0ngqd3oMBXfFMdTFCRUnjzxrte05kb4ROD8ji/hTiqJlwIUKmggnW8wW7MmW7CQQ6S0yt9V7mU36uzOYD72W+dkNHlS0h279nymjwbp7sDKKi7cpUvbGelOgUri2+ljMHn0lclNNn4SVjyi8kSVxccyfAWf+AkiXiM+wOv0Bsqmh9LjrbY6fVJ1uO8FNpHQ9dVOzS/RZy2Icdu83nq94pSnSdWdlJttyu4/tdfhyn0zBlSCrf764mOU5Lu8XKWUWJoSVT2nhHHAAwoyAVq2Rkw9F2CmS5A1HadriB297cxEmZep65Ynz4gyttZCrGVM9bN0zh5jc2ct3/NnDHaYX8ds5QVDV7YfyV9qd/sPEwf/54G8mxWo+GeMAetquztHD3GUUYzRaeX1FGSpSFu9sN9teUZZm/frKDTYfqeeby8YzI6R03mg7IGgU7PxVEw9fN0otfrNfAU4t/W4NY5PgIig0IsSniXCk8s2vb6YlwHnYcIVO9AIYqkcgaCrgrU4GOadHovJf5lJ+rdY5kc1/dfO4lRX0O1K7w/fr+UtqDhSbGrkxdNeIqrh55tefnhSLjS6MTIZndBZUaLnvT49yvhhYTD3++i7F5SVwxuRPKUDDwNuy4ehcUdeFCm5IPRzZ2+PHsYRk89PlOXlxZxrT8VHLjbcTYR85XUHCbQymZ21Bj5aBBxQ8ltcwsctxc91UbuPqVdSTFall0zaSOZvBwwD6fr4YBg2P54OaTuf+T7Ty5tISjB/bwb1MzpJ+E0WzhwcU7eXPtIablp/LU5eO8m/GVc9B23fjD2cNobDXz0Y8buVuHXUF/fc1B3t1Qzu1zCrzPSewNyLQpalU7vI/zMrUKW0NvL/MZm1xjINq6OORYgUoNN63sHlU+3PA1iqeHoncUI8MBs1Ec1KHImIKO0+7typQfP4NG512ZUsiURif8VZpo7weXJzKVkCMGuFot3l8/1GU+J2XKZ6mlK/kxPQlFZ3lU9h75ejf1rSb+efEoz7PsQgm7Z8pp2HFzrfAEZnTCL6UgJV/EPphdj885NmXleIuJq6YNcpSpNaHyTLmW+ZRzSR0dz4s/OMqOR+pbuerltagkeOP6KT6HuIYUilJiS0GPjlLz6CWjefiiYo4f3AbAptZMfvn8Gt5ce4ibZw3l9esm++5qdLt+SJLEwxcVc2GBUC+WH4HVpXX8ffFOTh+ewV2+BlX3BmQpZGq79+f0hWuETi/Szp2tHE6NIl1G6tDw5mh1FzwMO+7p6L/KVFfGFHiCe5nPPZHcG9Q+PFMWRZmytei7rdjtkGUvnqls0eVlqHYMCnZHqA3omhiHwdIXQhlL0cOw8eAx3l53iBtmDDkxZRjFyOqsTCnm866SKdlqG5fhSHgekhbHkLQ4WtstnDEiE7bYujfDpEwp/x5fOJBnttSyq6KRDL2OK19eS1ObmXdumsqQEzmbSyGvTvP5JEniV1MHcWqdBtbDtV80YdZpeO5X4zm7OAAFyYPyrFZJ/HZaEpTD46uPU7ZxA0PS4nh8/tjwE/RwIyFHKKq+TOjKbFFv167eAGeFRSE9rSFSpvoyonufMtV/yVRnPTveoLWRqU4Z0ANQppRtefJMmdsEafJU5gMR3OnpgmQxi5JcSJUp/zlTgCjzqaIcJaoejo0Hj/PAZ9uZMyyTSycM8DqFvbTGwJ8+2k5OYjS/PVHqgVojWrBbnJSpapH23mUyBcKEnuo6LuOJy8Yiywh/kv04DaEyZW4Tx6daYy99TR02iNidap5cWkL58RaO1rfy+nVTGJlzgm9M6ihBYJtrOvxqgPkg1tg0LpsylksmDKAgI8Bzy17mc715RLUJwpabO5ADtRIvXDkBfXQXvTY9ATYSeQgAACAASURBVJIk1KlKH8rU4fXiMSeM42DCDWcypSwc2xr6ZmkulLBP/AhgYd5DECFTIYtGsK2MlSG/gc68U2sdCpQ7lPKfokzp9J67+ewqmIcyH0DTUcBDR4yiooWaTAWSgG6oFkS2lwTNPbtsH3urDOw42shT35cwfWgav5yUx5kjMmloNbH456N8uuUo2440oFZJvHjVhBM7dDM22bXMV71TGNO7cnx7iUcAGD3AqUyhfN/uYZOdhVLyMjWDOtG+MInTJzB/UiavrDqARiXx4lUTA581GGrEpTsGpTujZg+qjOHBje4BcY6rNB2VZ9t16qnrz8RgjSIxpg8QKQWZo2DDyw7S7I7ydZBa6LG5o9dAuSY7q/VtDV1b5PQHRMp8vQhdGaDpCXbPg+1iqBCcQDxT/gzoSpeUNt5zzpQ/MuWtoy9Qk3ww0EQHrkz1EmNp+bEWvt9TzW2zC7hs8kA+2HCY9zaUc8fbm4nXaWhuNyPLMHpAIvefO5zzx+SQmXCC/DsKYlJcy3xVO8UFuytkNS5dHHMeyJQLlO87VN4N587V6ETHwkSr5/oZ+fy0r45b5xQElg4fLsSluZT5AFFur9kDo+cHvz1J8qw8N9eCVo9aF0ufKwxljRIK5LHSjl3VsgyH10HR3O7Zt1DBU7mqrSFS5vOHSJmvF8E+ly9UylQMIHko8/nxcmh0omvFE5yjEZRtKRklzrATNzdSFJsmSmnesqYCLUUGg6gY34ObFTRX+57N1IPw5tpDqCSJy6cMJDsxhjtPL+T2OQX8VFrH4p+PkpkYzYVjcxiaHsLPMVjEJDvKfLIsynxjLuvaNiVJzOjzR6bMreI48zKXMGhoXTvbnP2HuUkxfHPXzNC8TlcQmwp1+1x/1lQhWrk7G7fiSXluru41i46goZjQK7d1/MyOlQmymjf5xO9XKOE8oB5ECGWETPlHVBwg9aoU9H5MpmqEzyRUpllJsg07dopGkFT+V+tqXceWdgXO0QggVuwNhzs+TyFF7sqUSiWSmL2loBvDQKY00Y7PwBcM1ZAzLnSvGya0mSy8u/4Qpw/PcBkUrFJJnFKYximFHefRdQtiUxykp+GwUDA7k3zujpR80b7uC6a20HYUuau8gS5MTiTi0uHQGtefKWNk0oMs8SnwpDw31/TunCVfSCsSJLxyG4y6xPV35WvFY68nU055SWD7fuUImfIHlarXzecLKBpBkqSzJUnaI0nSPkmS/uDlOb+UJGmnJEk7JEl6K7S7GQaEo8ykjXWNRtDq/ZdZNFrvBnSLuwFd77mbz1fnYEK2MKB7QnsYynxRMWLgs8Xs/TlWi21MRM+fdP/ltgpbBMDg7t4V34hx8kyFwnyuICVfDDv29X2a20LnlwKn0UnNro+hJP1dRVya+LydY0dq9ojHTpOpuI7KlKEPkymNVoTKVm7r+LvydWKxmxaiUOXugntekuKdClU0Ql+Gp8DTHgy/ZEqSJDXwDDAXGAEskCRphNtzCoE/AtNlWR4J/DYM+xpahONm7q5MBUJS1DrvBnRzgNEIdu+Thzb8hBz/ZCrUyhT4NqG31ImW+16QH/Pa6oPkp8dx8tAePq4hJkVcqC1mqLYpSZ29qTsjJV/k5LjPF3OGuS10nXzgwX8YhuO0q4hNE8ews6pcs1t8D3GdVCt1njxTfZhMgTChe8qaKl8HAyb2mrlsXmE3oNsUFvtcvogy5Rc6fa8q8wVypE4G9smyXCbLcjvwDnCh23NuAJ6RZfk4gCzL1aHdzTDAUBX6i5SzgbTdQ+6TJ2iiA49G0MWLG4ssuz5POeA8vZ7eRqbc/wbCc5NSyj2+TOi9JGNq2+EGtpTXc+XUQeGd9RYKKB1PbQ1CmUrIDc3qV+noqyv1/hxTa+jK5eBBmWoSCwrFO9gToBAm546+6t2CwHb2WNHGuy6WrBax8Ojh50mXkDVKXIubqhw/a2sU3ah5U7pvv0IFjdYWtmy7Rrcqc/kiZMovdAl9jkzlAuVO/3/Y9jNnFAFFkiStkiRpjSRJZ3vakCRJN0qStEGSpA01NR0zWk4oDGFQppzLfIEqUxqtj9BOt2gEbbzIk3J/vjfPFIgyn7nVs3G9PcBg0WAQiDJlHyXTs8t8r685QEyUmnnjQzi7MFxwHnZcvTN0rdd6Wz6Zwcf6yNwWurl84MEz1dyzVClwkKkWG5mSZY8DjoOCuwG9pQ6Q+7YylVUsHqucSn1HNgAy5E3qll0KOZSRMhBRpoJBdN/zTHlaZrnLHBrEQPdTgQXAS5IkdVgWy7L8gizLE2VZnpie3o0XCFObCAMLtWfKucwX6A1AHcg4GduNyt4Z4lbqMzYBkmeDbmKeeDx+oOPvwuFF6SPKVEOLiU+3HOWicbm9I9tHGXbcXAM1eyFjeGi2q6Sr+0q1N4fYgK5z7+YLcUp/KOA0nw8Qx3RbfddKq+5l/FBPaeiJyLSRKefwzvJ1gAS5E7tll0IO53KVnUxFPFN+0QfLfIeBPKf/HwC4m3AOA5/KsmySZXk/sAdBrnom7BlToVam4lyjETwpRe7QaL3nTNmjERQDutuKXYHR9lqeygvKEN6qnR1/ZzQAkmMUTijQR5Sp9zeWYzRbuXLqoO7elcAQa1OmjmwUHrxQKVPRbt1InmAKsQFdCcB1aeboYWTKbT6fo5OvC8qUe5nPPpuuD5Op2BRIGOBqQi9fJ47f6BMwiulEQOdkpG6LlPkChs6LAd3TFJAegEDI1HqgUJKkIZIkaYHLgM/cnvMJMBtAkqQ0RNnPTzhNNyJcAzSdV5bGpsBauRUDuidPUwcDuuIl8aBMebvZpOQLguOpvb3dIPYxlCZPxTvjT5mKivWqNrS0m3lxZRlzn/iBv366nX3VJ7ajo6bJyBtrDjJxUPKJma0XCihlvgOrxGOolCl1lPiufCpTraE1oCtDvZ2jEXoamXKfz9fVTj4Q54Ol3eGhVIhaD1ZwQ4IsJxO61QqHN/T+SARndCjzSZ6bhSJwhU7vWuazWuHjm+E/w11HZ/UQ+M2ZkmXZLEnSbcA3gBpYJMvyDkmSHgQ2yLL8me13Z0qStBOwAPfKslznfavdjHCVmVzKfAHeAJQVvcXU0WDrHo3gXv5Q0N7kXQVTqcWN1VPHjC8S1lkoN1VfylRztcfPvqXdzBtrDvLCyjJqDe0U5ybwzrpyXlt9kFMK0rhq2iBOG56JugtDXmVZ7mAmt1pldhxtZOnuKpbtrubnw4I4/GFuiAjJiYBS5jv0k8g364pC4g5dgm8yZWoLrQEdXFUao6HnqRTu8/lqdgu1QZ/V+W06L5Y0KQ4FvbPdgb0FWcVQ8o1oZDh+QFgw+oL5XIEuwWGzaGsQ/9/buxRPBKITxD3QbBSCwle/h5/fFr/btxRGX9q9++eGgEI7ZVn+EvjS7Wd/dfq3DNxt+6/nw15mCocyFWQ0gkKUzG0dyZRXZcpN5jQ2+X6tzJGw95uOP29vDr0XJSBlqsqlxNfabuH1NQd4fkUZdc3tzChM487TCpk4OIU6g5F31pfzxpqD3Pj6RgalxvLKNZPIDzJt3Gi28McPt/HxliNEa9TE6dTE6TTEajXUGozUNBmRJBibl8TvzijitOGZvUeVAnGBllTiYp1aEFoPU3Si7zJfqJUpsJ1LTjlTngZ1dzec5/PV7OlaJx+4kqnYFEHUVFF931+TNUrETFTvgsqt4md9SZlyzktqa4CYSIkvIOhsn5OxCdYshPUvwrTbYOu7gnz3RjLV5xAuY2dUrBjOajEJRu1vLh840s09mdAVRq5coO0XW7eyl9GPPyuzGDa/YRsu7EQgw1E+CUSZMlRDmrDUtZksXLVoLesPHHchUQpS43XcOruAm2bm8+3OKv7y6XYuf3Et7940lUGpgSViN7WZuOn1jfxUWseCyQOJ16lpbrfQYjRjMFoozIhnVlE6p56UTmp8CL0/JxIqlW2kTF3oSnwKov0oU2ZjmJQptwDcngbn+Xw1u2HYOV3bnrvyrAR29vRYjq7CbkLfBuXrxageJZKjL8DZSN1aH/FLBQrlnrbsH7BhEYy/Gs58WGS77f7C+4DsbkLP2ZMTCUOVWO2F0jQLIhpBtjpWq4FGI4BnE7ql3UG2nLfnqZvPl8qmmJGrtkP8HKe/CwOZCqibrwoGTcdssXLbW5vZcPA4T1w2lgvHep/Vp1GrmDsqmyHpcSx4YY2dUA1I9m2er25s4+pX1lNS1cTj88dw8bheEHPQWcSk2MhUiCfSRyf69iiYQhyNALYASyf/YU/r5gPHfL7mWhGR0NWQVIUwKu+7uabvzuVzRvIQcR2q2i7GyAyY3LcIpGKklmXbXL4+rjSGCkppf8MiGHkxnPe4OC4Kz4Qtb4pB2INO7t59dEL/LNwaqsPTSaYQE6WMGGg0AnhOQTcbXQmfNwN6u8G3odHe0edmQm8PQ8t5lB9lytwOrceR4zO4/5PtfLerigfOG+GTSDljWFYCr183haY2E5e/uJaKBu8KWGmNgXkLf+JgXTOLrpnUt4kUOEzooVam/HmmzK2hJ1POo1Xam3vWXD4FSpnPbj7vok9NeY9KSai5um938ilQqYQ6VbYC6kr6VokPhMIiW4SfNjLkOHAo17OCM+DiFxyD1IfOAZUG9n7dffvmAf2YTIWhQ0aJGFDKiEF5pjwpUwGSKWOj79eKS4P4LM9kKuRlPj+eKdtn8+0heGd9ObfNLuCa6UOCeoni3EReu24Kx5rbufzFtVQ3dnytzYeOc8nCn2htt/DOjVOZWdQPbkpKh1nGyNBuN9pHErHVIhTUUHq0wOGZMhvFOJue1s0Hjvl81bbYka4qU8o5rJQ3m2v7B5kCYUKvtZHSvkimQHSmRZSpwDFgMsx7EX75mqufODoBBk2HvUu6b988oH+W+ZqrIWdc6LertZGpYJQpX2TK3O4wn4M4oNRa1zKfLPv3TIFQp9w7+sIRhuhPmbJ9Nu/tbmf+xDx+d2ZRp15mbF4Sr/56ElctWsf0f32PWiUhy7Y0WRlMVisDU2L5368nMzitB6oa4UBMijg+Qu03iU70rky5B8uGCopnyj53sgd6ppT5fIdWi/1NCExd9QrnxZIsi0VfvyFTo8SjpIac8d27L6FGtJORui3imQoYag2M/qXn3xWdBd/8SXRJJg8+kXvlFf2TTBmqwzNkVwkb7FSZz4MB3V2ZUrbprEyZWoWE7O+1MkfC2h+EOV5tS/QOhzKl1gISmFr5qbSW9fuPU2sw2v8rqF/F/wFDBg3hvouLuzTzbuLgFN6+YSqfbz2KJEkiql8CCYmYKDWXTxlIur6XGso7g4m/FsNhQ23K1CWI49NTBIIy2igsZKrJaRh3DyTESmTBgVWixNdVn4/WyRNpbBLnf38hU5k2MpU92rEo7StQFgKtx8XxHCFTXUfR2YJM7V0CU27s7r0B+iOZam8WB3Q4ynzKRUAZ2tlVA7rSzefyGm6T5X3N5XNGZrG4IdbtE54aq62GH2oyJUlCnTK1smx3NS/+sJ+k2ChS47SkxesYmWiENrhn3nQ06q5XmcfkJTEmLyKbA6I8Eo4SiXLxb2voSKZMNgUy5N18cY5zFXpumQ/AUAkFp3V9ezonZUqxCvT1wE4FGcNFDETe1O7ek9BDuTY32EbchmIAeX9H6lARAbP36wiZ6jaEcy6cthPKlLKiD8SADuKC6xyxr/w7kDIfCN9UxnAHIQtHl5QmGsxt3HVGEfeeNQytxok0/bgWqkCX0E9uEn0B9jJFI+jdGjfsylSoPVO2NPDW4+L/e2Q3n1OYZihCUjXRoszlTKb6emCnAm0s/PpLcYPsa1CagxoOi8eIMhUaFJ0N617oMbM7+58B3b7iC0M3n73MZyNsgfg81EFEI0DHMl+gZCqtSHRAKCb0cK74o2LA1EasVuNKpEAYdtW6nlm2icAznJUpd4RLmVIujk2V4rFHKlNOJbiums9BqLq6eHFzCNfIq56MvMmOJoq+BHdlKkKmQoPCM8U9cv+K7t4ToD+SKUU1CocXIeQGdG/KlAcy5e+1NFpIO8lBpoxhJFOaaO8G9JY6ccHsSzkyfR3KytoTmbIb0MPQzQfBnUsnGs43/lCN71EWS+EKFo7gxEMhU/URMhVSDJwmrk09JCKhH5IppcwXZmVKpQksFFRRpgI2oMd1zjMFto4+N2UqHPKoTZnyiJZjIuwwgt4DX8qUQppDHoBrO5cUZaoHyPgdoMzni4qFxIGh2WYHMtVPynx9GR3KfBHPVEig0YrMqb1LxBDkbkb/JVPhuEgpylS7bYBwIOpLMNEIIFKSO1PmA0GmGg87ukqgG5SpY44wtgh6B5QkYk9ZUwppDnnOVCcCcLsDcem2EnqILqWK8txcI84TpfM2gt4LtUYQ7ohnKvQoOks0gFT+3N170h8N6FVCGQnHRUoTLYbNytbAL/6KAT2Q0E7ovAEdnEzoO53ye060MlXn2I8IegfsypQHMmVXpsIQjQA92zMFMPnG0GZgaePEQidc8S0RdA90esfCIEKmQoeCMwBJqFPhyI4MAv1PmWquCd9FSpIcpb5ASYq9zBdoNIJbmS9QzxS4dvR1mzJVFynz9TZo48UiwaMBPVzKlJNnKtCSeXdgyo0wdkHotqfVi/O7P6Wf9wcopT6VJtJ8E0rEp4tsvR7gm+p/ZMpQFd7sFqXUF7AyFaQBXRsvxmsoz283AFJgJ6g+W5QOqraHuZsv2rMyZbWIBOC+2LHTlyFJtmGtnpSpMIZ2gjhftXH9p2FBUZ6bq/vHkOP+AkW9jE7sP8fyiULRWXB0kyPfsZvQD8lUmObyKVDm8wWtTHkyoHuIRlBOSqVMZ2wSPwvkBJUkEd5ZtSO8ZT5NjGdlqq1BlEAjylTvQ7SXYcfhIlPKcdl6XKg1/QXOBvSIMtV3oPgOIyW+0KPwLPFY0r2z+voXmVLmXYWjk0+BsqIOVPGRJEGYvCpTHhLQQZjcIbC5fM7IHAnVuxwqQ1QYJGdvylTLMfEYIVO9D9GJnj1T4UxAV9ATO/nCBW2cIK1tDRHPVF+CszIVQWiRNQqKLwF9VrfuRv8yoLcbhGISzhWfUuYLhuBoPJApq1WU89xX/MpNRvFNGRuDK9VljgRTs1CnouJC14XkjKhYz8pUS514jImU+XoddF6GHYcrAT3KaT5bf/KY6PRgNYt/R2IR+g4Uz1QkFiH0kCS45OXu3ot+pkyFM2NKQVSQnikQpT53A7pS9nM3oCurdKVM194JZQqgfG34Vvwab8qUjUxFPFO9D9GJ3j1TKk3ohyur1J07l3o7nN9rf5nL1x+gi5T5+jr6KZkKpzIVZDcf2JQpN8+UQq46GNBtxMle5msK7rXShwOSIDbhuklFxYj9dw9Sa1XKfBEy1evgzTNlagu9KqUg2JJ5X4CzChfxTPUdRMp8fR79jEzZ3P4nRJkKojThSZlSyn6eohHAqcwXpDKljRUTt4Pdx2Bgz85yU6fsylTEM9XroEvwnjMVrtiCzixMejuc32uETPUdRMhUn0f/IlP2EQ3hjEaw3QCC6UDSRHckHmYvypR7mc/YFHy3k1LqC2XYoDOUzCGTm2+q5Zggh/1JaegrUMp87mqjqS30GVMK+qUy5XRORshU34HSzRcT8Uz1VfQvMtVUIcIHw6mMdKrMp/VQ5lM8U97KfIpnqil4UpRZbNtWGD1T0NGE3lInzOeRnJXeh+gEQHaUlxWYW0Mfi6BAOYf6lQHd9p6jYvuXItfXEVGm+jz6F5mq3AZpJ4XeLOuMThnQdd7LfO7RCMoFtt0goh6MhuAvunZlKoyeKehoQo8MOe698Dbs2GwMfSyCAvvCpD/lTNnec6STr28h0s3X59F/yJQsw5GNkDshvK+jDTK0E/wY0N1uVGqt6J4yGkQZTbYEf7PJGGHb13B7ptyUqdZjEfN5b4VyM3D3TZnCqEzZS+b9SKFR3mskY6pvQclA0md3735EEDb0HzJVf1CUmQaEmUxFdcYz5UmZ8hKNIEmOlOTOjoRJGgTxWZCYF9zfBQqvylRdhEz1VnhVptrCSKZs51C/KvPZ3nPEL9W3kDUKblwBg07u7j2JIEzoP6GdhzeIx7ArU53wTHlKQPcWjQDigms0OIYcK6pBoFCp4JbV3eOZipT5eicUA6171pSpNXx5SP2xm085JyNz+foecsZ29x5EEEb0HzJ1ZJO4ySslrnBh8HQYOQ9Shgb+NxptRzJlj0bwQKa0cUKVspOpTtxswqkQeVKmrFYxZy2Sft47oXg93Mt8ZuMJKPP1I89UVIxIm08e3N17EkEEEQSBfkSmNkL2WFBHhfd1kgfDpa8E9zfBGNDBUeazk6kedrPxpEy11UeGHPdm2D1T7mW+1jBGI8S5PvYHSBLc/EMk/TyCCHoZ+odnymKCii3hL/F1Fh6jEXwoU7p4UebrrGcq3PCkTLUeF48RMtU7YS/zuZEpU1v4QjuVRUJ/KvMBJA8KH0GNIIIIwoL+QaaqdwqjbO747t4Tz/AY2mkjV16VqebOe6bCDU/KVGQuX++GRie+V0/KVLjGySgl4Zjk8Gw/gggiiCBE6B9lviMbxeOAid27H96g1jpCOhV4i0YAG5lq6ppnKpzwpExFyFTvR3Sih2iEtvDlTI24AOI+gaSB4dl+BBFEEEGI0D+UqcMbRXkpaVB374lnaDx085m9JKCDo8zXUz1TCplyUaZsQ44jBvTeC53bsGNZFqQ/XMqURgdDZ4dn2xFEEEEEIUT/IFNKWGdPHWOi1onwTavF8TNLAAb0doMYj6OkrvcUKGqaR2Uq4pnqtVDm8ylQStPhUqYiiCCCCHoJ+j6ZMjZBzW7I7aElPnAYeJ3VKeVG5TEaIV6UBVuOibbxnkYSJcnmA3PzTKmiep6KFkHgiHZTppRB1uGKRogggggi6CXo+2Tq6GZA7rmdfOBEppyUHHuZz0OUg+KRaqrseX4pBZpot24+2yiZnkb8IggcugRXz5RyvEbIVAT/v717j46quvs//t5JIIkEolzagigBixAgJAGSQAQBkYAPimLB1LvQenlYhp8/Kvh4A4pYW7HWy6/ewYjyaBQVrdqWImAKiAaEqtyxAsZQBBRIwAAJ+/fHmRkmMAkZEjJnJp/XWqxJZs7s2bPXycyX7/6evUUaucgPprzF5269kg+ObRnjX4ReecjJSgUKPrxLIZTucG+mp0k8HDl47Hdtchz+4hIDZ6Z0Gb+INHKNI5hq2cndV5EFnOY7XP36Pf6ZKbetMeV1/HIPCqbCX1yL42qmarjiVESkEYn8YKp4lbun+OBYXdQJmakAxedwLIAq2+nyzNRxNVNaLyi8xSU6AbI3iKpQZkpEBCI9mNpfAqUl7g+mqquZqu5//N5gyla6u2aq4rir+ZSZCm+xic6tt27KWxN3ulZAFxEJE5EdTH37mXPr5iv5wC+YOi4zFWhZBKgaQLlt9XOvJvHHvmy9mxy7eapVTi7OE0x5p/q8manTtc6UiEiYiPBgaqVzOf7PUkLdk5r5CtCPWxoh0LIIUHXjV1fXTHm+bA/tc7JoykyFN+/+fOV7nVvvdJ/WmRKRRq5WwZQxZrgxZqMxZosx5n9qOG60McYaY9yRCvp2Ffysh/s/7KstQK+uZsqvTsrVNVOezJR39XMFU+Et7vhpPmWmRESgFsGUMSYa+DNwCdANuNoY0y3Acc2BCcAn9d3JU3L0KHy72v31UhA4mPIujRBIlWm+MMhMaSuZyOCdUvYuj1ChmikREahdZioT2GKt/be19jDwGnB5gOMeAB4GygM81vB2b3I2Aw6HYMp3NV8tl0aIiQMT7fzs2syU36Kd2komMhxfM6V1pkREgNoFU2cD3/j9Xuy5z8cYkw6cY619r6aGjDG3GGNWGmNW7tq1K+jOBmXXeufW7cXnUH0BenVLIxhzrFaqqUuDqZj4Y5mpH73TfMpMhbW46jJTLp9GFxE5zWoTTAXa/8P6HjQmCvgT8JuTNWStfc5a28da26dNmza17+Wp6D4KJn8NrX5+el+nPgQsQK9haQQ4Nr0XVpkpBVNhrWlzwByrmfJtdKzMlIg0brUJpoqBc/x+bw+U+P3eHOgBLDHGbAX6Au+6ogj9jJYQFQYXLFZXM1VdATocy0y5tmbKk5my1rPJcYx7l3GQ2omK8uzP58lMHSl3ppsD7R8pItKI1CbSKAI6G2M6GmOaAr8E3vU+aK3dZ61tba1NstYmASuAkdbalaelx5Eo4NV8NSyNAMeWR3BtZsqTrag45BSgx2uT44gQl+i3zlS5pvhERKhFMGWtrQBuB/4OrAdet9auNcZMN8aMPN0dbBSqLUCvITMV6/KaKV8w9aNWP48kcf6ZqR/dv+yIiEgDiKnNQdbaD4APjrtvSjXHDqp7txqZagvQa8pMeYIot2amvBmLI+We1c8VTEWEuES/mqlDWmNKRIRIXwE9XERFO7UntV0aAfwK0F1aM+XNTB056MlMaZPjiOBfM1WhzJSICCiYco+YuACLdtZUgN4MTBQ0OeP09+1UeDNTFeWa5oskcS2c7YHAyToqMyUiUrtpPmkAMU2PBVNHj8LRipqLe9tnwPf/dm9Rty8z9aNTgK5gKjLEJVbNTGn1cxERBVOuER17bJrPe1tTAXraNc4/t/IGgmU7nU2OtZVMZIhtAYdKnSUvjpRrjSkRETTN5x4xTY8VoHsXQ6ypAN3tvF+y+z1LkikzFRniEsEehcNlWhpBRMRDwZRb+GemvEFVTZkpt/N+ye4rdm61+nlk8N9SpqJcBegiIiiYcg//AnRvUKXMlLiNd7Pj8v1OPZwK0EVEFEy5hn8Bui8zFcbBlDcztf9b51aZqcgQe1xmKpzPURGReqJgyi2iY6HSE0T5MlNhPM3nzUx5p/lUgB4Z4s50bg95MlMqQBcRUTDlGlUyU96r+cK4HsXb99IdzoKk3ukhCW9VaqYOhfc5KiJSTxRMuUVM3LGr+CojvVKwEgAAIABJREFUoADdm7GoPOzUS7l1PSwJjq9map9nBXRlpkREFEy5RXTTY0FUJCyNEBUNUU2cn1UvFTm8NVMHdjm3qpkSEVEw5RoxsZFVgA7HtrrRlXyRo0mcE+SX/sf5XVfziYgomHKNSCtAh2NrEMVrk+OIEtcCyr5zftY6UyIiCqZcI2ABephnprzFycpMRZa4RGebIFBmSkQE7c3nHlUW7fRkqMI+M+X5olUwFVlilZmS+nXkyBGKi4spLy8PdVdEiIuLo3379jRp0qTWz1Ew5RbRTf22k4m0zJQK0CNKXAv4zxfOz1oaQepBcXExzZs3JykpCaMrfyWErLXs2bOH4uJiOnbsWOvnaZrPLWI8NVPW+i2NEOZfVMpMRaa4RDh6xPk53M9RcYXy8nJatWqlQEpCzhhDq1atgs6SKphyC++UXuVhv6URwnyaz/tFq9XPI4t3eQTQOlNSbxRIiVucyrmoYMotvIFHRXkELY2gzFRE8l/NXpkpEREFU67hDZwqDntqpwxEhXlJm2qmIpN/MKXMlESIhISEUHeh3kyaNInu3bszadIknnnmGebMmXPCMVu3bqVHjx4h6B1kZ2ef9JjHHnuMgwcPnva+3HTTTcybN6/O7YT5t3UE8U3zHfLseRYb/luw+DJTCqYiSpXMVJhnT0VCpKKigpiY0/MV/Oyzz7Jr1y5iY93597l8+fKTHvPYY49x3XXXccYZZ9S63crKSqKjo+vStVOmzJRb+DJTh5y6qXDeSsYrJs7Z5DhWmxxHFP+aKa0zJRFs27ZtDBkyhJ49ezJkyBC2b99OZWUlnTp1wlrL3r17iYqKorCwEIABAwawZcsWDhw4wLhx48jIyCA9PZ133nkHgPz8fMaMGcNll11GTk7OCa83Z84cevbsSWpqKtdff321fQAnozJhwgSys7Pp1KmTL7sycuRIDhw4QFZWFgUFBUybNo1HHnkEgFWrVpGamkq/fv3485//7HvdyspKJk2aREZGBj179uTZZ58FYMmSJQwaNIjRo0fTtWtXrr32Wqy1ABQVFZGdnU1qaiqZmZmUlpZW287xvFnA6tp/4oknKCkpYfDgwQwePBiABQsW0K9fP3r16sWYMWMoKysDICkpienTp9O/f38efvhhMjMzfa+zdetWevbsCcD06dPJyMigR48e3HLLLb73UV+UmXKLKgXoh8J7k2Ov8wY77yVKMXtEqTLNp5opqV+//cta1pXsr9c2u7VrwdTLugf9vNtvv50bbriBG2+8kdmzZzNhwgTmz5/P+eefz7p16/j666/p3bs3//znP8nKyqK4uJif//zn3HPPPVx00UXMnj2bvXv3kpmZycUXXwzAxx9/zOeff07LllUz9mvXruXBBx9k2bJltG7dmu+//77GPgDs2LGDpUuXsmHDBkaOHMno0aN59913SUhIYM2aNQBMmzbN9xpjx47lySefZODAgUyaNMl3/6xZs0hMTKSoqIhDhw5xwQUX+IK91atXs3btWtq1a8cFF1zAsmXLyMzMJDc3l4KCAjIyMti/fz/x8fHVtlPTEgOB2p8wYQKPPvooixcvpnXr1uzevZsZM2awcOFCmjVrxh/+8AceffRRpkyZAjjrQi1duhSAgoIC/v3vf9OpUycKCgq46qqrfOPoPf7666/nvffe47LLLgv6nKiOvuXcwr8AvfJwZBT2Jl8GV/z55MdJeIlTZkoah48//phrrrkGcL6AvV/YAwYMoLCwkMLCQu6++26WLl1KUVERGRkZgJNF+f3vf09aWhqDBg2ivLzcl1EaOnToCYEUwKJFixg9ejStW7cG8B1TXR8ArrjiCqKioujWrRs7d+6s8b3s27ePvXv3MnDgQF9bXgsWLGDOnDmkpaWRlZXFnj172Lx5MwCZmZm0b9+eqKgo0tLS2Lp1Kxs3bqRt27a+99uiRQtiYmJqbKc6gdo/3ooVK1i3bh0XXHABaWlpvPTSS2zbts33eG5uru/nq666itdffx1wAivvY4sXLyYrK4uUlBQWLVrE2rVra+xXsJSZcgtvJqrCszRCuC+LIJHLl5kyEF37FYJFauNUMkgNxXvJ/IABA3jmmWcoKSlh+vTpzJw5kyVLlnDhhRcCzsKPb775Jl26dKny/E8++YRmzZoFbNtaW6tL8v2P8a+JOtm0VU3tW2t58sknGTZsWJX7lyxZUuU1oqOjqaioqLat6tqpSaD2A7U7dOhQXn311YBt+I9pbm4uY8aM4corr8QYQ+fOnSkvL2f8+PGsXLmSc845h2nTptX7avvKTLmFt0bKvwBdxI28NVNN4sP/IgmRGmRnZ/Paa68BMHfuXPr37w9AVlYWy5cvJyoqiri4ONLS0nj22WcZMGAAAMOGDePJJ5/0BTirV68+6WsNGTKE119/nT179gD4pvmq60OwzjzzTBITE32Zrblz5/oeGzZsGE8//TRHjjiL8W7atIkDBw5U21bXrl0pKSmhqKgIgNLSUioqKoJupybNmzentLQUgL59+7Js2TK2bNkCwMGDB9m0aVPA55133nlER0fzwAMP+LJS3sCpdevWlJWV1cvVe8dTZsotqiyNcFiZKXEvb2YqEqaiRTwOHjxI+/btfb9PnDiRJ554gnHjxjFz5kzatGnDiy++CDjZlHPOOYe+ffsCTqbq1VdfJSUlBYD777+fO+64g549e2KtJSkpiffee6/G1+/evTv33nsvAwcOJDo6mvT0dPLz86vtw6l48cUXGTduHGeccUaV7NGvf/1rtm7dSq9evbDW0qZNG19dViBNmzaloKCAvLw8fvzxR+Lj41m4cGHQ7dTklltu4ZJLLqFt27YsXryY/Px8rr76ag4dcrZbmzFjBueff37A5+bm5jJp0iS+/vprwAkkb775ZlJSUkhKSvJNT9YnU98V7bXVp08fu3LlypC8tiuVrIHnBkLuXPj0OWeq71cLQt0rkRMdrYTpLaHF2TBxXah7IxFg/fr1JCcnh7obIj6BzkljzCprbZ9Ax2uazy28/8uvPKTMlLhbVLQz1afMlIgIoGDKPaoUoKtmSlxOwZSIiI+CKbfwL0CPlKURJHLFJWqNKRERDxWgu4V/AbqWRhC3S/hJ+O8dKSJST/Rp6Ba+YKrcCag0zSduNvJJLYsgIuKhYMotqkzzHVJmStztzHNC3QMREddQzZRbeFeSVgG6iIhIWFEw5RbGONkpLY0gIhK2Am2HIpFPwZSbxMQ6WSllpkREGsyBAwcYMWIEqamp9OjRg4KCAoqKisjOziY1NZXMzExKS0spLy9n7NixpKSkkJ6ezuLFiwHIz89nzJgxXHbZZeTk5AAwc+ZMMjIy6NmzJ1OnTq32dSQyqGbKTWJi4chBsJXHaqhERBqTv/4P/OeL+m3zZylwye+rffhvf/sb7dq14/333wdg3759pKenU1BQQEZGBvv37yc+Pp7HH38cgC+++IINGzaQk5Pj2yPu448/5vPPP6dly5YsWLCAzZs38+mnn2KtZeTIkRQWFrJr164TXkcigzJTbhIdC4ecjR2VmRIRaRgpKSksXLiQu+66i3/+859s376dtm3b+vZwa9GiBTExMSxdupTrr78ecDb77dChgy+YGjp0KC1btgRgwYIFLFiwgPT0dHr16sWGDRvYvHnzCa+TmJgYmjcs9U6ZKTeJaapgSkQatxoySKfL+eefz6pVq/jggw+4++67ycnJwQRY+qOmvWybNWtW5bi7776bW2+99YTjjn+dKVOm1M+bkJBSZspNomOhfL/nZxWgi4g0hJKSEs444wyuu+467rzzTlasWEFJSQlFRUUAlJaWUlFRwYUXXsjcuXMB2LRpE9u3b6dLly4ntDds2DBmz55NWVkZAN9++y3ffffdCa/z2WefNdyblNOqVpkpY8xw4HEgGnjBWvv74x6fCPwaqAB2AeOstdvqua+RL0bTfCIiDe2LL75g0qRJREVF0aRJE55++mmsteTl5fHjjz8SHx/PwoULGT9+PLfddhspKSnExMSQn59PbOyJn9U5OTmsX7+efv36AZCQkMArr7zCli1bTngdiQymprQlgDEmGtgEDAWKgSLgamvtOr9jBgOfWGsPGmP+Gxhkrc2tqd0+ffrYlStX1rX/kWVWDuz7FvYXw5UvQM8xoe6RiMhpt379epKTk0PdDRGfQOekMWaVtbZPoONrM82XCWyx1v7bWnsYeA243P8Aa+1ia+1Bz68rgPZB91ycqT1fZkrTfCIiIuGgNsHU2cA3fr8Xe+6rzq+AvwZ6wBhzizFmpTFm5a5du2rfy8YiJhYOeWumNM0nIiISDmoTTAXazTTg3KAx5jqgDzAz0OPW2uestX2stX3atGlT+142FtGx+IZWNVMiIiJhoTYF6MWA/66m7YGS4w8yxlwM3AsMtNYeqp/uNTL+AZSCKRERkbBQm8xUEdDZGNPRGNMU+CXwrv8Bxph04FlgpLX2u/rvZiPhH0Bpmk9ERCQsnDSYstZWALcDfwfWA69ba9caY6YbY0Z6DpsJJABvGGPWGGPeraY5qYn/2lIqQBcREQkLtVq001r7gbX2fGvtedbaBz33TbHWvuv5+WJr7U+ttWmefyNrblECUmZKRMTVkpKS2L17N+CsHwXOop+jR48OZbckxLQCuptUqZlSZkpEpKFZazl69GhQz2nXrh3z5s07TT2ScKBgyk2ilZkSEWloW7duJTk5mfHjx9OrVy+++eYbXn31VVJSUujRowd33XXXSZ/fo0cPAPLz87nyyisZPnw4nTt3ZvLkyb7jZs2axfnnn8+gQYO4+eabuf32209oa9q0adx4443k5OSQlJTEW2+9xeTJk0lJSWH48OEcOXIEcPb4GzhwIL1792bYsGHs2LEDgOeff56MjAxSU1P5xS9+wcGDzhKQN910ExMmTCA7O5tOnTop+Ktn2ujYTXQ1n4g0cn/49A9s+H5DvbbZtWVX7sqsOSDauHEjL774Ik899RQlJSXcddddrFq1irPOOoucnBzmz5/PFVdcUavXW7NmDatXryY2NpYuXbqQl5dHdHQ0DzzwAJ999hnNmzfnoosuIjU1NeDzv/rqKxYvXsy6devo168fb775Jg8//DCjRo3i/fffZ8SIEeTl5fHOO+/Qpk0bCgoKuPfee5k9ezZXXnklN998MwD33Xcfs2bNIi8vD4AdO3awdOlSNmzYwMiRIzU1WY8UTLlJlQJ0BVMiIg2lQ4cO9O3bF4CioiIGDRqEdz3Ea6+9lsLCwloHU0OGDCExMRGAbt26sW3bNnbv3s3AgQNp2bIlAGPGjGHTpk0Bn3/JJZfQpEkTUlJSqKysZPjw4QCkpKSwdetWNm7cyJdffsnQoUMBqKyspG3btgB8+eWX3Hfffezdu5eysjKGDRvma/eKK64gKiqKbt26sXPnzmCHSGqgYMpNVIAuIo3cyTJIp0uzZs18P59sz9qT8d/8ODo6moqKiqDa9D7fuyGyMcb3u7et7t278/HHH5/w3Jtuuon58+eTmppKfn4+S5YsCdivur5HqUo1U27iDaZMFEQrzhURCYWsrCw++ugjdu/eTWVlJa+++ioDBw6sU5uZmZl89NFH/PDDD1RUVPDmm2+ecltdunRh165dvmDqyJEjrF27FoDS0lLatm3LkSNHmDt3bp36LLWnb2w38WajlJUSEQmZtm3b8tBDDzF48GCstfzXf/0Xl19+eZ3aPPvss7nnnnvIysqiXbt2dOvWzTcVGKymTZsyb948JkyYwL59+6ioqOCOO+6ge/fuPPDAA2RlZdGhQwdSUlIoLS2tU7+ldkyoUn19+vSxK1euDMlru9YX8+DNX0FcIvzP9lD3RkSkQaxfv57k5ORQd+O0KysrIyEhgYqKCkaNGsW4ceMYNWpUqLslAQQ6J40xq6y1fQIdr2k+N/EWoCszJSIScaZNm0ZaWho9evSgY8eOtS5oF/fTNJ+bxMRVvRURkYjxyCOPhLoLcpooM+Um3lXPtfq5iIhI2FAw5SYqQBcREQk7CqbcRJkpERGRsKNgyk2UmRIREQk7CqbcxFeArsyUiEhD8d+o2GvatGlhWzD+xhtvkJyczODBg1m5ciUTJkwIeFxSUhK7d+9u4N7Br3/9a9atW1fjMfPnzz/pMfUhPz8/4IbTwdLVfG4So6URREQaA2st1lqiouo/pzFr1iyeeuopBg8eDECfPgGXRgqZF1544aTHzJ8/n0svvZRu3brVut2KigpiYkIT1igz5SbeIEqbHIuIuMagQYO44447yM7OpkePHnz66aeAk726/vrrueiii+jcuTPPP/+87zkzZ84kIyODnj17MnXqVMDJgCUnJzN+/Hh69erFN998U+V1ioqKyM7OJjU1lczMTEpLSykvL2fs2LGkpKSQnp7O4sWLASejcuWVVzJ8+HA6d+7M5MmTAZg+fTpLly7ltttuY9KkSSxZsoRLL70UgD179pCTk0N6ejq33nprlf35XnnlFTIzM0lLS+PWW2+lsrISgISEBO69915SU1Pp27evb4PknTt3MmrUKFJTU0lNTWX58uU1tnP8eHoX7Q7U/vLly3n33XeZNGkSaWlpfPXVV3z11VcMHz6c3r17M2DAADZs2AA4exFOnDiRwYMHM2nSJJKSkti7d6/vtX7+85+zc+dO/vKXv5CVlUV6ejoXX3xxvW/0rMyUm/gK0BVMiUjj9J/f/Y5D6zfUa5uxyV352T331KmNAwcOsHz5cgoLCxk3bhxffvklAJ9//jkrVqzgwIEDpKenM2LECL788ks2b97Mp59+irWWkSNHUlhYyLnnnsvGjRt58cUXeeqpp6q0f/jwYXJzcykoKCAjI4P9+/cTHx/P448/DsAXX3zBhg0byMnJYdOmTQCsWbOG1atXExsbS5cuXcjLy2PKlCksWrSIRx55hD59+lTZ6Pi3v/0t/fv3Z8qUKbz//vs899xzgLPad0FBAcuWLaNJkyaMHz+euXPncsMNN3DgwAH69u3Lgw8+yOTJk3n++ee57777mDBhAgMHDuTtt9+msrKSsrKyGtupaVwDtT9y5EguvfRSRo8eDcCQIUN45pln6Ny5M5988gnjx49n0aJFAGzatImFCxcSHR3N0aNHefvttxk7diyffPIJSUlJ/PSnP6V///6sWLECYwwvvPACDz/8MH/84x/rdE74UzDlJt6aKU3ziYg0GGPMSe+/+uqrAbjwwgvZv3+/L/tx+eWXEx8fT3x8PIMHD+bTTz9l6dKlLFiwgPT0dMDZRmbz5s2ce+65dOjQgb59+57wWhs3bqRt27ZkZGQA0KJFCwCWLl1KXl4eAF27dqVDhw6+YGrIkCG+/f26devGtm3bOOecc6p9n4WFhbz11lsAjBgxgrPOOguADz/8kFWrVvle+8cff+QnP/kJ4OwD6M1s9e7dm3/84x8ALFq0iDlz5gAQHR1NYmIiL7/8crXtVKe69v2VlZWxfPlyxowZ47vv0KFDvp/HjBlDdHQ0ALm5uUyfPp2xY8fy2muvkZubC0BxcTG5ubns2LGDw4cP07Fjxxr7FSwFU27im+ZTAbqINE51zSCdilatWvHDDz9Uue/777+v8oV7fMDl/T3Q/dZa7r77bm699dYqj23dupVmzZoF7IO1NmBQV9P+ubGxx/7jHR0dTUVFRbXHHt/v41/jxhtv5KGHHjrhsSZNmviec7LXqKmd6tSm/aNHj3LmmWeyZs2agG34j2m/fv3YsmULu3btYv78+dx3330A5OXlMXHiREaOHMmSJUuYNm1arftYG6qZcpOoKIiKUWZKRKQBJSQk0LZtWz788EPACaT+9re/0b9/f98xBQUFgJMpSkxM9GWE3nnnHcrLy9mzZw9LliwhIyODYcOGMXv2bMrKygD49ttv+e6772rsQ9euXSkpKaGoqAiA0tJSKioquPDCC5k7dy7gTGdt376dLl26nNL79G/rr3/9qy+AHDJkCPPmzfP18fvvv2fbtm01tjVkyBCefvppACorK9m/f/8ptVOd5s2bU1paCjhZuo4dO/LGG28ATtD2r3/9K+DzjDGMGjWKiRMnkpycTKtWrQDYt28fZ599NgAvvfTSKfWpJgqm3KZNMrTuHOpeiIg0KnPmzGHGjBmkpaVx0UUXMXXqVM477zzf42eddRbZ2dncdtttzJo1y3d/ZmYmI0aMoG/fvtx///20a9eOnJwcrrnmGvr160dKSgqjR4/2BQbVadq0KQUFBeTl5ZGamsrQoUMpLy9n/PjxVFZWkpKSQm5uLvn5+VUyUsGYOnUqhYWF9OrViwULFnDuuecCzhThjBkzyMnJoWfPngwdOpQdO3bU2Nbjjz/O4sWLSUlJoXfv3qxdu/aU2qnOL3/5S2bOnEl6ejpfffUVc+fOZdasWaSmptK9e3feeeedap+bm5vLK6+84pviA+digTFjxjBgwABat259Sn2qiakphXg69enTx3qr+UVEpPFav349ycnJoe5GtQYNGuQr6PY3bdo0EhISuPPOO0PUMzldAp2TxphV1tqA60woMyUiIiJSBypAFxERqYH/8gL+6ruIWcKXMlMiIhJyoSo5ETneqZyLCqZERCSk4uLi2LNnjwIqCTlrLXv27CEuLi6o52maT0REQqp9+/YUFxeza9euUHdFhLi4ONq3bx/UcxRMiYhISDVp0qTeV6QWaUia5hMRERGpAwVTIiIiInWgYEpERESkDkK2AroxZhcQaNOe1sDuBu5OONN4BUfjFRyNV3A0XsHReAVH4xWc+h6vDtbaNoEeCFkwVR1jzMrqlmuXE2m8gqPxCo7GKzgar+BovIKj8QpOQ46XpvlERERE6kDBlIiIiEgduDGYei7UHQgzGq/gaLyCo/EKjsYrOBqv4Gi8gtNg4+W6mikRERGRcOLGzJSIiIhI2FAwJSIiIlIHCqZERERE6iAkwZQxJtpza0Lx+uHIGKPAt5Z0XgXH+/cotWOMSfTc6m+yFowxP/Pc6u+yFowx3Y0xcaHuR7gwxlxgjDkv1P1o0A8Dz5t+CbjPGNPSqvq9RsaYTGPMBABr7dFQ98ftjDFZxpjngbuMMQFXqZVjjDF9jDEvA1Pc8GHkZsaYKGNMC2PMe8AToL/JkzHGpBtjPgQeANDnfc2MMT2NMUuBGUCrUPfH7YwxvYwxC4BFQGKo+9NgwZQxphPwFLAY6AA8YIwZ0VCvH26MMXcAb+MEnpd47lMGIQBjTLQx5iGcy2CXAb2AqcaYn4a2Z+7kCQz+H/As8CHQFphmjDkjtD1zL0/gVAo0Ac42xuSCslOBGMefgDnAS9bam0PdpzBxHzDPWjvKWvstKJsXiDGmiTHmWZzP+yeAvwODPI+F7O+xIV+4N7DeWpsP/AZYA1xqjDmnAfsQTrYAlwL/DdwNYK2t1B9XQFHAdmCM5/y6A+gLxIeyU27lCQwWAUM84/UwYIGKUPYrDHTF2efrMeBaY0xza+1R/U1W5clAJQCrrbVzAIwx5ynwDMzzn5vzgDJr7WOe+4YaY84EVBJzoljgI2CAtfY94E0g2RgTE8ps8Wk7uY0xfY0x5/vdVQS0N8acY639ASeDsBcYdbr6EE4CjNf7wOee2zLvdB+eP67G7rjxOgq8aq3dZIyJtdaWAMU4m1wKJ55f1tq3rLV7jTFDgZU42anfGWOSQ9ZJF/EfL78vsi3AYeBrz78bjTHnavoq4OfXb4AsY8z9xphlwEwg3xjTOzQ9dBf/8fIEAN8BA4wxI4wx84E7cbIukzzHNOpz7Ljz64C19n+ttT96fo8BKq21FRGVmTLGnGmMeR/4B3CVMSbB81A5sBS4yvP7RmAd0KoxF9sFGK9m3oestZXW2nLgj8CvjDGtrbWNOnsQ6PzyjNNeAGvtIWNMc6AjUBLKvrpBdeeXX4DwA3CNtXYocBAnQGi006OBxsvvi6wPsN9auxZYC0wFnvZMOzTKrEt155e1dj/wZ+AXOJn1q4EdwC8acz1jDeNVCryIU18221o7DHgB6GuM6RuyDodYdX+Pnqlk79/cR8AoY8xZkZaZaoYzh5nn+flCz/27gBVAijEm01pbCXwLXOAJGBqrgON13EmxBGfs8sApTG/YLrrK8eM1IMAxWcBaa22JMSbBGNO5ITvoMtWdX9Zzu9Ja+4Hn2A+AdJygqrGq7vMLnKnk5saYAmAysArYZK090oiL0asdL2vtE8Bga22htfYQMB8nINX5Ffj8eg9IAs7y/L4S2AkcasD+uU21n1+eKfYoYKvnmIGh6iTUUzBljLnBGDPQGNPCUzj3HPA6TjYq0xhztid4WgGsBv7kyVh1B7Y3tsLXk4xXljGmnec4A06tFM4VHncZY/YBvRrTHHoQ4xXjecqZwDfGmLE408tpoeh3qNR2vALojZM9aFTZzyDG6yygDfAfnKDzv4EujW1qNJjzy1PS4dUbZ/q9skE7HGK1GK+zAay1n+NM691ujGkNXAf0APaEqOshEcz3o+c/Md6ZrXLv/SHp96lOxXo6/DPgf3FqVr7CiRz/j7V2t+eYC3Cm9VZaa1/2e+6jQHucq/pusNZurMubCAdBjleRtfYVz31RQCecFPBh4A5r7RcN/w4a1qmOl+f+l4FrgZeAP3k+pCJaHc6vFjiZvN/hBAm/sdZuavh30LBO9fPLM9XufTwBaGqt/T4Eb6FB1eH8igX6AY/gBOo6v07+/TgR5zO/M/B/rbXrGrj7Da4O51e058Ksl4GvrLXTQtF/OMXMlOcNWKA58K21dggwHvgev12arbXLcFJwXYwxiZ5aFnCi719Za7MaSSAV7Hh19YzXGZ7Iez8wxVo7pJEEUqcyXi3Msfq894GrrLVjG0kgdarnV5yntsUCM6y1lzWSL7pT/fxqZq3dbZylOKKstWWNJJA61fMr3jO9dxidX7X+frTWPooTRA1rJIFUXb4fvVnOcaEMpCDIzJRnGmU6zhVlHwAm8Kw/AAADxElEQVQtgNHW2hs9jxucot9fWms/8tyXgDNFlY2TiUq3ztVWEa+exqu3tbY4BN1vcHUcrwuAc4E0a+2OEHS/wdXTeOnvUZ9fAen8Co7Or+BE2njVOjNljBmIU3B5Fs4lwg8AR4DBxlMQ7YkupwPT/J46AifK/BeQ4pY3frrV43g1lkCqruO1Bme8GksgVV/jpb9HfX6dQOdXcHR+BScSxyvm5If4HAUe8asdSMe5/HwK8DTQ21Pf8zbOgCRZa7fiFIVdbK0trNeeu5/GKzgar+BovIKj8QqOxis4Gq/gRNx4BVMztQp43Rzb0mQZcK51VlCONsbkeep72uMsoLUVwFr7jhvfeAPQeAVH4xUcjVdwNF7B0XgFR+MVnIgbr1oHU9bag9baQ34FX0Nx1o4CGIuznPt7wKvAZ9C4l8DXeAVH4xUcjVdwNF7B0XgFR+MVnEgcr2Cm+QDfZrsW+CnwrufuUuAenDUxvraeTRo9c56NmsYrOBqv4Gi8gqPxCo7GKzgar+BE0nidytIIR3F2Tt8N9PREj/cDR621S71vXHw0XsHReAVH4xUcjVdwNF7B0XgFJ2LG65QW7TTOXkHLPf9etNbOqu+ORRKNV3A0XsHReAVH4xUcjVdwNF7BiZTxOtVgqj1wPfCodRZlkxpovIKj8QqOxis4Gq/gaLyCo/EKTqSM1ylvJyMiIiIi9bTRsYiIiEhjpWBKREREpA4UTImIiIjUgYIpERERkTpQMCUiYccYM80Yc2cNj19hjOnWkH0SkcZLwZSIRKIrAAVTItIgtDSCiIQFY8y9wA3ANzj7eK0C9gG3AE2BLTjr1aQB73ke2wf8wtPEn4E2wEHgZmvthobsv4hELgVTIuJ6xpjeQD6QhbOn6GfAMzgrJu/xHDMD2GmtfdIYkw+8Z62d53nsQ+A2a+1mY0wW8JC19qKGfyciEomC3uhYRCQEBgBvW2sPAhhjvJui9vAEUWcCCcDfj3+iMSYByAbe8Nt4Pva091hEGg0FUyISLgKl0fOBK6y1/zLG3AQMCnBMFLDXWpt2+romIo2ZCtBFJBwUAqOMMfHGmObAZZ77mwM7jDFNgGv9ji/1PIa1dj/wtTFmDIBxpDZc10Uk0qlmSkTCgl8B+jagGFgHHAAme+77Amhurb3JGHMB8DxwCBgNHAWeBtoCTYDXrLXTG/xNiEhEUjAlIiIiUgea5hMRERGpAwVTIiIiInWgYEpERESkDhRMiYiIiNSBgikRERGROlAwJSIiIlIHCqZERERE6kDBlIiIiEgd/H/Jsoese20UpgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the results\n", "fig, ax = plt.subplots()\n", "scores_lo.plot(ax=ax, label='Lower confidence interval');\n", "scores_series.plot(ax=ax, label='scores')\n", "scores_series.rolling(20).mean().plot(ax=ax, label='rolling mean')\n", "scores_hi.plot(ax=ax, label='Upper confidence interval');\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Accounting for non-stationarity\n", "In this exercise, you will again visualize the variations in model scores, but now for data that changes its statistics over time." ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "# Pre-initialize window sizes\n", "window_sizes = [25, 50, 75, 100]\n", "\n", "# Create an empty DataFrame to collect the stores\n", "all_scores = pd.DataFrame(index=times_scores)\n", "\n", "# Generate scores for each split to see how the model performs over time\n", "for window in window_sizes:\n", " # Create cross-validation object using a limited lookback window\n", " cv = TimeSeriesSplit(n_splits=100, max_train_size=window)\n", " \n", " # Calculate scores across all CV splits and collect them in a DataFrame\n", " this_scores = cross_val_score(model, X, y, cv=cv, scoring=my_pearsonr)\n", " all_scores['Length {}'.format(window)] = this_scores" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize the scores\n", "ax = all_scores.rolling(10).mean().plot(cmap=plt.cm.coolwarm);\n", "ax.set(title='Scores for multiple windows', ylabel='Correlation (r)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wrap-up\n", "- Timeseries and machine learning\n", " - Many applications of time series + machine learning\n", " - Always visualize your data first\n", "- Feature extraction and classification\n", " - Summary statistics for time series classification\n", " - Combining multiple features into a single input matrix\n", " - Feature extraction for time series data\n", "- Model fitting and improving data quality\n", " - Time series features for regression\n", " - Generating predictions over time\n", " - Cleaning and improving time series data\n", "- Validating and assessing our model performance\n", " - Cross-validation with time series data (don't shuffle the data!)\n", " - Time series stationary\n", " - Assessing model coefficient and score stability\n", "- Advanced concepts in time series\n", " - Advanced window functions\n", " - Signal processing and filtering details\n", " - Spectral Analysis\n", "- Advanced machine learning\n", " - Advanced time series feature extraction (e.g., ```tsfresh```)\n", " - More complex model architectures for regression and classification\n", " - Production-ready pipelines for time series analysis\n", " " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }